{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-01-06T01:31:02.052222Z",
     "start_time": "2025-01-06T01:31:00.866126Z"
    }
   },
   "source": [
    "#导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:31:26.611048Z",
     "start_time": "2025-01-06T01:31:26.430276Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "895c3142075874bd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:32:18.645309Z",
     "start_time": "2025-01-06T01:32:18.560958Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='red',alpha=0.5,linestyle='--',linewidth=3)\n",
    "plt.show()"
   ],
   "id": "eb4fc1175a7374c6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:36:55.066311Z",
     "start_time": "2025-01-06T01:36:54.959670Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1,8) # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()"
   ],
   "id": "af6f478db4e5c71a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:43:20.752346Z",
     "start_time": "2025-01-06T01:43:20.586822Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "#plt.show()\n",
    "plt.savefig('./t1.png')"
   ],
   "id": "9feb92a5bd351485",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T01:49:07.980294Z",
     "start_time": "2025-01-06T01:49:07.834871Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#7.5 绘制x轴和y轴的刻度\n",
    "x = range(2,26,2) # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "# 构造x轴刻度标签\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "#rotation = 45 让字旋转45度\n",
    "plt.xticks(x,x_ticks_label,rotation = 45)\n",
    "# 设置y轴的刻度标签\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in range(min(y),max(y)+1)]\n",
    "plt.yticks(range(min(y),max(y)+1),y_ticks_label)\n",
    "# 绘 图\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ],
   "id": "111ec42cdc1ba365",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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xazCVnOa1Ye2BQv1Q6U6HAwAAAA9BRSHc0sGCSuWVVGvWIO+paJmXkWLPX9iS53QoADyYmYX6yvajdg7h7zceUXqvcK34eoae/PJwkoQuxLz2Te3f3b4WmtEUAAAAQHsgUQj3bjtO9/y24xZjU6M0MC5cyzKPqaKm3ulwAHigrLxSXf+bTXpk+YcmFaWff2moXv/6RI1M6uZ0aLiAaWnd7fm6A4VOhwIAAAAPQaIQbmnV3gKFB/nZ5Jk3VY/My0hWVV2jXsvKdzocAB6k4EyNvv3KLt20cIv2nTyjBVN6a+13purLoxPlYwakwiVl9I2Rv28XrWNOIQAAANoJiUK4nRPlZ/Xh8dOaMSBW/r7e9Sd8/fB4RQb72/Zj0x4IAJejpr5Rv1mbrelPrNPrO4/bTborvz1F/zF7oMKC/J0OD58jNPDcAbOtOSU6W9fodDgAAADwAG3KstTU1GjOnDlKS0vTsGHDNHPmTGVnZ9vvjRs3TsOHD7enwYMH26qnDz74wH5v48aNmjJliqZNm6Z33nnHXnbmzBk98MADio+PV48ePZSenq6f//znHXkf4WFW7y3wurbjFkH+vrp1bJKdR7X+EBUkAC5jIdTeAs36xXv635UH7OzBRfNGa8ndY9WHZUluZVparGobmmyyEAAAALhcbS7HWrBggQ4cOKDdu3fr+uuv1z333GMv37Ztm3bt2mVPP/zhD22ycOjQofZ7zz77rJYtW6Y333xTCxcuVFNTk6666iqVlpZq586dKigo0NatWxUeHm6/B7TFqr2nFODnoynnZzN5m7njk+Xr00VLNuU6HQoAN5RdWKE7F72vr72QqZLKWn336gF6+98ma8aAHk6HhktgqkAN5hQCAACgPfi15YeCgoI0e/bs1q/Hjx+vJ5544l9+7vnnn9f8+fNbvzb/NolBU2X405/+VG+99Zby8vL07rvv2us0wsLCdN9997XLnYHnO11dr205pTZJaFquvFF8ZFd9Ib2H/v7hKR0uqqT6B0CbnD5br6feOaQXtuSqoalZN41M0CNX9Vcsm4zdWt/YUPu6sO4gVeYAAAC4fJc04O2pp56yVYUfd+zYMa1fv15z585tvcy0HJvKwR07dujqq69WVlaWRo8e3ZokBC7W2gOF9gPurEHeXfly14QUe/7CZqoKAXy+uoYmXff0Ri3adETp8RF6/esZ+r8vDyNJ6AHMwdip/bsrr6TajqUAAAAAOjVR+Nhjj9n5hI8//vgnLl+yZImuueYaxcTEqL08+eSTSkhIaD1VVla223XDfduOu3SRrhjo3YlCM7x+YFy43X5cUVPvdDgAXFxmbqlNJM3LSNHr92doRFI3p0NCO5reP9ae034MAACATk0UmnbjFStW2Bbi4ODgTwxFX7x48Sfaji9k1KhRyszMVG1tbZtu78EHH1R+fn7rKTSUFktv38657kCRRiV1U/ewQHl7BcndGSmqqmu0yUIA+CwtbalfGpUgH58uToeDdpbRJ1oBvj5ae4D2YwAAAHRSotBU97388stavXq1IiMjP/E9M3OwoaHBbkP+LKb9ODEx0S5CMQtNjPLycj3yyCNqbGy81PsAL7H5cLGq6xo108vbjltcN7yXugX7a+nmXDU1NTsdDgAXZirNzAGWQXHhToeCDhAS6Kcxqd3s5uOzdbyfAgAAQAcnCk0130MPPWSTetOnT9fw4cM1bty4Tywxufvuu+Xj89lXZ76/cuVKu8DEbEc27cSTJk1SRESEfH19L+NuwBus2lNgz2el93Q6FJcQ5O+rW8cmKbekWusZYg/gUxwvP6uDBZWamtadakIPNi0t1s6iNMlCAAAA4FK1aW2sSeiZ9uJP88c//rHNN2iSgs8884w9AW3V2NSsd/YVqF9sqFJjQpwOx2XMHZ+sZ9/L0eLNuZo+4NyMKgD4uJa5ddP6d3c6FHQg8//3p3/fZ/9/83oAAACATt16DHS2XcfKVFxZp1nptB1/XK/IrvpCeg+9d7BIh4tY9gPgX5nZrqaQcHJfEoWerG9sqOIju9o5hZ91cBcAAAD4LCQK4V5tx4NoO/5n8zJS7fkLm3OdDgWAizGtqJuzizUyqZsigv2dDgcdvOTKVBUeLa3WkeIqp8MBAACAmyJRCJdnKiNW7jmlnuFBGhIf4XQ4LmdMSje7oMBsPz5TU+90OABcSGZuqd2OTiuqd5jWP7a1ihQAAAC4FCQK4fKyCyvtwg6z7ZhB/BeuIpk3McUmA17LzHc6HAAuZO35+YRmkQk8X0afaAX4+mgdC64AAABwiUgUwuWt2nuu7dgkCnFh1w3rpW7B/nphS66amphNBUCtlWXdwwKV3ivc6VDQCUIC/TQmtZvdfHy2rtHpcAAAAOCGSBTC5a3ac0phgX4a3zva6VBcVpC/r24dm2QrL9dTSQJA0vHyszpUWGmrCU3lMbzD9P6xdjalSRYCAAAAF4tEIVzaqdM12p1/2s7XCvDjz/WzzB2fLF+fLlrMUhMAtprwXNuxWXAB79Hy/7ul7RwAAAC4GGRe4NJW7zu/7TidtuPP0yuyq65K76n3DhbZuY4AvJtpOzYHDyb3JVHoTfp0D1V8ZFf7/98sAwMAAAAuBolCuHzbsRnMziD+tjFLTQwzqxCA96ptaNSm7GKNTIpURLC/0+GgE5k2c1NVeLS0WkeKq5wOBwAAAG6GRCFc1umz9dpyuEQZfaMVFsQH3bYYndxNg+LC9VpWvs7U1DsdDgCHZOaWqbquUdP6xzodChzQ8v/dVBUCAAAAF4NEIVx6vlZDU7NmDerpdChuVUliqgpNguC1zHynwwHg8HxCqrG9U0afaFuNv47lVgAAALhIJArhslbtPTef8MqBVMRcjOuG9VJUSICWbslVUxPzqQBvZCrJuocFKr1XuNOhwAEhgX4amxplNx+frWt0OhwAAAC4ERKFcNn5Wuv2F2pEUqRiw4OcDsetBPn76taxicorqda6g2y9BLxNflm1DhVWalpad1tlDO9k5hTWNTRpS06x06EAAADAjZAohEsyswmr6hppO75Ec8cn222nizex1ATwNi1z6ZhP6N1MotBgTiEAAAAuBolCuHTb8az0Hk6H4pbiIrrqqvSe2nCoWNmFlU6HA6ATmcSQOVAwqV+M06HAQX26hyo+sqv9e2huZgwFAAAA2oZEIVyOmau3em+B+nQPsR90cGnMUhPjhS1UFQLeNLZh8+FijUyKVERXtsV7M9N2Pn1Adx0trdaR4iqnwwEAAICbIFEIl7Mrv1xFFbWalU7b8eUYndzNLjJ4LStfZ2rqnQ4HQCfIzC2zW89pO4YxLe3c38Fa2o8BAADQRiQK4XJW7TnfdjyItuPLrSaZl5FikwbLMvOdDgdAJ1h3oPAT8+ng3TL6RivA16f17wIAAAD4PCQK4XJW7T2l2LBADUuIdDoUt3ftsF6KCgnQ0s25amxiRhXg6UzlmHn+HBQX7nQocAHBAX4amxqlbUdKdbau0elwAAAA4AZIFMKlmMUbOUVVunJQD/n4dHE6HLcX5O+rW8cm2hlVVJQAni2/rNo+h05N624rioGW6tK6hiZtySl2OhQAAAC4ARKFcClmiYlB23H7mTs+2W5AXbKZpSaAJzPbbQ3mE+LjWv4eWv4+AAAAgMtOFNbU1GjOnDlKS0vTsGHDNHPmTGVnZ9vvNTc364c//KH93pAhQzR9+vTW31u+fLmmTJmiGTNmaPfu3faykydP6s4771RsbKzi4uI0atQoLV68uKPuH9yw7Tg00E8T+kQ7HYrHiIvoqqsG99SGQ8XKLqxwOhwAHcQkgsxBgUn9YpwOBS6kT/cQJXTrqrUHCu17NgAAAKBdKgoXLFigAwcO2ITf9ddfr3vuucde/qtf/UoffPCBPvroI3344Yd6+eWXW3/HJADXrFmjhQsXatGiRaqsrNTkyZMVExNjE40mabhy5Uo1NTW1NQx4sMIzNdp5tNy2SQX6+Todjke5OyPFni/dnOd0KAA6QG1DozYfLtaopG6K6OrvdDhwIaYN3byuHis9q5ziKqfDAQAAgCckCoOCgjR79uzWmUfjx49Xbu65Nsb//d//1c9+9jMFBATYr3v27Nn6e3PnztWYMWPsuakiXLp0qSIiIvTkk08qPPzcoHWTNJw/f35H3De4mdX7zrcdp//jbwjtY1RyNw2OD9fyHfk6fbbe6XAAtLPtR8rshvOpbDvGBUxLo/0YAAAAHTij8KmnnrJVhWfOnFFBQYH+8pe/aNy4cfb0yiuvtP7cLbfcol27dmn79u22xTgrK0uTJk26lJuEF1i1p0D+vucqH9C+TJL/rgkpNpGwLPOY0+EAaGcty4p4/sSFZPSNVoCvD0utAAAA0P6Jwscee8y2DT/++ONqaGiwp7Nnz2rbtm02Sfjtb3+7dR7h5TKVhwkJCa0n07oMz1RRU2/b5sb3jlZ4EG1zHeHaYb0UFRKgF7bkqbGJOVWAJ1l3sEixYYEaFHeuWh/4uOAAP43rHaVtR0pVXdfgdDgAAADwlEThE088oRUrVuitt95ScHCwoqKiFBoaaluLjZSUFE2cONFWEF6IqSrctGlTm2/vwQcfVH5+fuvJ3BY8k2mHqm9spu24AwX5++q2sUk6WlpNVQngQfLLqpVdWKmpad1bR4QA/8z8fdQ1NGnL4RKnQwEAAIAnJApNdZ9ZVLJ69WpFRka2Xn7rrbfq7bfftv8uLS3V+++/r6FDh17wOsycQvMzDz/8sKqqzg3UNgtNHn300cu/J3Brq/eem084c2APp0PxaHPHJ9utqEs2n5sxCsD9tcydmz7g3Bw64EKm9WdOIQAAANopUWiq+R566CGVl5dr+vTpGj58uJ1HaJgWZJMoHDx4sKZMmaJHHnlEY8eOveD1hIWFacOGDTpx4oRSU1OVlJRkl6QkJye3JQx4KFPhsHZ/oYYlRqpnRJDT4Xg089/36sE9teFQsQ4VVDgdDoB2YCqEzQGAiX1jnA4FLqxP9xAldOuqdQcL1dzM+AkAAABcmJ/awMwH/LQ3ldHR0XrjjTfUVvHx8XrppZfa/PPwfFtzSlRR26BZg6gm7AzzMlL0tw9OaumWXP1kzhCnwwFwGWobGrX5cIlGJXVTRFfmu+LTmbZ0s+zmpa1HlVNcpT7dGecCAACAdtp6DLSnVXtP2fMvpJMo7AyjkrtpcHy4Vuw4rtNn650OB8Bl2H6kzG4zn8q2Y7TBdNqPAQAA8DlIFMJRTU3Ndj5h75gQqhs6sapkXkaqTS4syzzmdDgALkPLYiJTKQZ8ngl9ohXg68NCKwAAAHwqEoVw1AfHT6vgTK1mDurBts5OdM3QOEWHBOiFLXlqbGJWFeCu1h0sUmxYoAbFhTsdCtxAcICfxvWO0racUlXXNTgdDgAAAFwQiUI4atWec23Hs2g77lRB/r66bVySjpZW20UyANzPsdJqZRdW2mpCDrSgraamdVddY5O2HC5xOhQAAAC4IBKFcJRpO44JDdTwxG5Oh+J1bh+XLD+fLlqyOdfpUABcYjWhMe383DmgLVr+XphTCAAAgAshUQjH5BRV6lBhpWYOipWvD9Uwna1nRJCuGtxTG7OLdaigwulwAFyk9QcK7XPnxL4xTocCN9Kne4gSo7pq7YFCNTczegIAAACfRKIQjlYTGrMG9XQ6FK9198QUe750C1WFgDupbWjU5sMlGpXUTRFd/Z0OB27EtKlPS4tVftlZHS6qcjocAAAAuBgShXDMqr0FCgnwtVsY4YyRSd00JD5Cy7OO6/TZeqfDAdBG24+U2c3l0waw7RgXr2VLNtuPAQAA8M9IFMIRhRU12nG0zM5KMos14FxlybyMFJ2tb9SyzGNOhwOgjUzbqGEqw4CLZQ7QBfj6aP35OZcAAABACxKFcMSafWY2kjRzENuOnXbNsDhFhwTY9uPGJuZVAe7AVIL1CA/UwLgwp0OBGwoO8NO43lHallOq6roGp8MBAACACyFRCEes2nPKbtydzrZOxwX6+eq2cUk6VnpW7+6nDQ1wdcdKq+1sualp3W1VMHApTEV/XWOTthwucToUAAAAuBASheh0lbUN2nS4RON7RysimCH8ruD2cck2cbt0M0tNAFe37ny7qEn0AJc7p7CljR0AAAAwSBSi0713sEh1DU2alU7bsavoGRGkq4fEaWN2sQ4VVDgdDoDPsP5AoXx9umhSvxinQ4Eb6x0TosSorlp3oEjNZhYIAAAAQKIQTrUdG1cOJFHoSsxSE2MJVYWAy6qpb9Sm7BKNSu6m8CAqsnHpTNu6WYaTX3bWtrIDAAAABolCdKr6xiat2V+ooQkR6hXZ1elw8DEjkyI1JD5CK3Yc1+nqeqfDAXAB23NL7ZbylrZR4HK0/B2Z5TgAAACAQaIQncpsWKyoadAsth27ZHWJqSo0SYhXM485HQ6ACzBtooapBAMu14Q+0Qrw89H683MvAQAAABKF6FSr9p5rO545qKfToeACrhkWp5jQAL2wNVeNTcysAlyNqfzqER6ogXFhTocCDxAc4KdxqVH2IF5VbYPT4QAAAMAFkChEpzHD0lfvLVBydLDSeoQ6HQ4uINDPV7eNTdKx0rN6dz+taIArOVZabWfJmWpCUwEMtAezPbuusUlbDpc4HQoAAABcAIlCdJqPjp/RydM1tu2YD7mu6/bxyfLz6aIlm484HQqAj2mZI8d8QnTInMKDHBwCAAAAiUI40HY8K522Y1fWIzxIVw+Js5tVDxZUOB0OgI/NJzRJ/In9YpwOBR6kd0yIEqO62r8vU/kPAAAA70aiEJ1m1Z4CRYcEaGRSN6dDwecwS02MJZtznQ4FgKSa+kZtPlyikcndFB7k73Q48CCmwn96/1jll521re0AAADwbm1KFNbU1GjOnDlKS0vTsGHDNHPmTGVnZ9vvTZs2TampqRo+fLg9/eIXv2j9veXLl2vKlCmaMWOGdu/ebS87efKk7rzzTsXGxiouLk6jRo3S4sWLO+r+wUXkFlfpQEGFrhzYQ74+tB27upFJkRqaEKHXdxzX6ep6p8MBvN723FK7kZy2Y3Ro+/H59nYAAAB4rzZXFC5YsEAHDhywCb/rr79e99xzT+v3THJw165d9vTtb3+79XKTAFyzZo0WLlyoRYsWqbKyUpMnT1ZMTIxNNJqk4cqVK9XU1NT+9wwuxSwxMWal93A6FLSxwsRUFZrExKuZx5wOB/B6pi3UMJVfQHub0DtGAX4+rX9nAAAA8F5tShQGBQVp9uzZrQsoxo8fr9zcz29JnDt3rsaMGWPPTRXh0qVLFRERoSeffFLh4eH2Z0zScP78+Zd7P+AG8wm7+vtqYl9ma7mLLw6NU0xogJZuyVVjE3OrACetPVConuFBGtAzzOlQ4IG6BvhqXGqU3j9SqqraBqfDAQC0o4qaemUXMnccQAfPKHzqqadsVWGL7373uxoyZIi+8pWvKCcnp/XyW265xVYZbt++3bYYZ2VladKkSZdyk3BjxZW1ysor09S07gry93U6HLRRoJ+vbhubZOdWrdl3riIUQOc7VlqtnKIq+xzKxnh0lGn9Y1XX2KQth0ucDgUA0E7MwZ+vPLtVs5/aqMIzNU6HA8BTE4WPPfaYbRt+/PHH7dcvvvii9u/frw8++MC2FV9zzTXtFpypPExISGg9mdZluJ939xXKFKTRdux+bh+fbLesstQEcE7L3DjmE6IjTW+ZU3iQOYUA4AlMR9A3X96pvSfP2ANBK3YedzokAJ6YKHziiSe0YsUKvfXWWwoODraXJSYm2nNT5fDAAw/YisKSkgsfjTZVhZs2bWrz7T344IPKz89vPYWGhl5MuHChtmOzwGTGAGZruZse4UGaPSTObls9WEDLAuAEMzfOJOwn9mN0AzpOakyIkqKCtXZ/kZqbGTcBAO7ux3/bq3f3F+qGEfHqFuyvZZnHeH4H0L6JQlPd9/LLL2v16tWKjIy0lzU0NKigoOATW4579Oih6OjoC16HmVNYWlqqhx9+WFVVVfYys9Dk0UcfbWsYcMNy9/cOFdvZR5HBAU6Hg0swb2KKPaeqEOh8NfWNNlE/KrmbwoP8nQ4HHswc8DVVq8fLz+pwER0cAODOFm86Yt+7j+8dpf+5aajmjIjX4aIq7Tha7nRoADwlUWiq+R566CGVl5dr+vTpGj58uMaNG6fa2lp98YtftPMJhw0bpmeeeUZvvPHGp15PWFiYNmzYoBMnTig1NVVJSUl2SUpycnJ73ie4kA2HilTX0KRZg2g7dlcjEiM1LCFCK3bk63R1vdPhAF7FLJcw28fN/Digo7W0t7P9GADc1zt7C2w1Ye/uIfrt3FF2q/3No851AZqqQgD4PH6f+xOSnQ/4aWXKmZmZuhjx8fF66aWXLup34L5W7TlXcTozvafToeAyqkzuykjRg6/u1iuZR7VgSh+nQwK8RkvChvmE6AwTesfYD5Tm7+6eyb2dDgcAcJE+On5a3/rTTtvJtXjemNaOrkG9wjU4Plx/++CkfnDtIAUHtCkNAMBLXdLWY6At6hubtGZ/odJ7hSs+sqvT4eAyfHFonGJCA/TCljw7GBlA5zCLJXqGB2lAzzCnQ4EX6Brgq/G9o20lqxkdAgBwHydPn9X8pdvV0NSs5+4YpeTokE98/8ujE1VZ26C3PjzlWIwA3AOJQnSY7bmlOn22XrMGUU3o7gL9fHXbuGTll53Vmn3/mEsKoOMcK61WTlGVpqZ1t5W9QGeYltbdbsc0szEBAO7BJAC/uiRTBWdq9cTNwzQ6Jepffua6Yb0U4OujZVm0HwP4bCQK0eFtx7PSmU/oCeaOS7KbV1lqAnSOdQcK7fn0AbQdw4k5hef+/gAArq2hsUnf/OMO7Tt5Rt+ZlWYTghdi2pDN57KtOaXKKzm3WBQALoREITqEmWm5em+BEqO60jLnIWLDg2wLsqkyOXCqwulwAI+39kCRTc5P7BvjdCjwIqkxIUqKCrZzCj9tPjUAwDWY5+n//tte+57hS6MS9I3pfT/z528efW6pyWtZ+Z0UIQB3RKIQHWLPiTM6Xn7Wth3TMuc5zFITg6pCoGPV1Ddq8+FijUruprAgf6fDgRcxr9mmqtC8hh8uqnQ6HADAZ1i8KdfOEJ/QO1qP3TDkcz93Teobo7iIIC3PymfuOIBPRaIQHWLV3vNtx4NoO/YkIxIjNSwhQq/vzFd5dZ3T4QAeyyyTqKlv0rT+sU6HAi80/fzfXcvWbQCA6zHdWz9+c696dw/Rb+eOslvrP4+vTxdbeXjidI02ZRd3SpwA3A+JQnSIVXtOKSokwFbDwHOYo5TzJqbYBMarmQxCBjpKS4KmZV4c0JnM5mPzgXMtcwoBwCV9dPy0vvXyTkUFB2jJvLGKCG5794FJFBrLaD8G8ClIFKJDNnXuP1WhGQNi5efLn5inmT0kTjGhgVq6OY+WBaCDrDtYqJ7hQcx4hSO6BvjaZOH2I2Wqqm1wOhwAwMecKD+rry7ZrsbmZj1352glRQdf1O8nR4doXGqUVu45RYcQgAsii4N2R9uxZwv089Xt45Ls/Kp39p37fw2g/RwtqVZOUZWtJmTGK5wyLa276hqb7AIrAIBrqKxtsEnCwopa/d/Nwy65e8ssNalraNIbu0+0e4wA3B+JQnRI23GQv48m96NlzlOZRKHZxrpkE0tNgI6oJjRoO4aTWv7+1tF+DAAuoaGxSQ/8cYft3Pr3L/TXtcN6XfJ1zR7SUyEBvlqWSfsxgH9FohDtqrSqTttzSzWlX3fbugTPFBsepC8OjdOWnBLtP3XG6XAAj5tPaBLxE/vGOB0KvFhqTIiSo4Pt32NzM2MmAMBJ5nn4R3/da5+Tbx6VoK9P63NZ1xcc4GcTjR8eP619J3kvD+CTSBSiXa3ZVyAztm5Wek+nQ0EHm5eRYs/NrEIA7aOmvlGbDxfbVqKwoLYPJgfam2l7N+3HZsxEdmGl0+EAgFdbtClXL27NU0afaP30hiHtMprk5tHnl5pQVQjgn5AoRLvPJ/TpIl0xINbpUNDBRiR107DESL2+M59ByEA7ef9Iqd0qPp3nULiAaf1jP7GFGwDgzFinn7y5V326h2jh7aPsVvr2MDKpm3p3D7Hv5c28QgBoQaIQ7eZsXaM2HCrS2NQodQsJcDocdIK7M1JsUuOV7cecDgXwCGvPz4NjPiFcgdl8bD6QtszNBAB0rg/zT+v//WmXooIDtHjeWEUEt1+3galKvHlUosqq621XGAC0IFGIdvPeoSKbNJo5iLZjbzF7SJxiQgP1wpY8O2AZwOVZf6BIPcOD1L9HmNOhAHbWsEkWbj9SpqraBqfDAQCvcqL8rOYv3a7G5mY9d+doJUUHt/tt3DQyXr4+XbQsi/ZjAP9AohDtZvXec0eiZg3q4XQo6CSm0sRsQDYzrN7ZR8UJcDmOllQrp7jKVhO2x+whoD1M799ddY1N2ny4xOlQAMBrVNTU66tLtquwolZPfnmYnV3cUQsKzTxas+G+4ExNh9wGAPdDohDtwlSTmZL1gXHhSoxq/6NdcF0mUejv20VLN+c6HQrg1lraO2k7hivOKWxpiwcAdPznqgf+uFP7T1Xo4av665qhvTr09sxSE7OMcsWO4x16OwDcB4lCtIvMvDI734JqQu9jjkR+cUictuSUaP+pM06HA7gtszDCz6eLJvaNcToUoFVqTIiSo4NtW3xzc7PT4QCARzPPsz/86x6tP1ikr4xO1P1T+3T4bc4Y0ENRIQFalnmM53kAFolCtItVe863HaeTKPRG8yam2nOqCoFLU1PfqM2HizU6pZvCgtpvUDnQHkxbmhkxkV1Y6XQoAODRnt94RC9tPaqJfaP1kxsGd8ooEjNKaM7weDv+JCuvrMNvD4DrI1GIy2aOPK3ae0rxkV01KC7c6XDggOGJkRqWGKnXdx5XWVWd0+EAbmfbkVK7DKqlzRNwJS1/l6bqFQDQMVbuOaWf/n2f+saG6pnbR8nft/M+qn95TII9X5bJUhMAJArRDvadrFB+2VnNHNSDAfxe7O6MFJvoeCXzmNOhAG7HDBE3mE8IV2Q2Hwf6+bTO0QQAtK8P8sv1b3/apajgAC2eN0YRXTu3u2BAz3ANTYjQ3z44oeo6ttwD3q5NicKamhrNmTNHaWlpGjZsmGbOnKns7OxP/My7774rX19f/fKXv2y9bOPGjZoyZYqmTZumd955x1525swZPfDAA4qPj1ePHj2Unp6un//85+19v9CJTDWhQduxd5s9JE7dwwL14pY8O4QZQNuZ+W89w4PUv0eY06EA/6JrgK9NFr5/pFSVtXyABID2ZEY7zF+aqabmZv3urtGOLYa8eVSCquoa9fcPz322A+C92lxRuGDBAh04cEC7d+/W9ddfr3vuuaf1e6dPn9Z3v/tdzZ49+xO/8+yzz2rZsmV68803tXDhQjU1Nemqq65SaWmpdu7cqYKCAm3dulXh4eH2e3BPq/cW2KNeY1OinA4FDjLzTcwGZPNm5519VJ0AbZVXUmXnAk0f0J2qbLgsU+1a39iszdnFTocCAB6joqZe85dsV1FFrX7xleEamdTNsViuGxZv38+/SncQ4PXalCgMCgqyScCWDzDjx49Xbu4/lhaYCsFHH31U0dHRn/i9+fPn28Tg5MmTbWLxrbfeUl5enhYtWqTY2HPzbsLCwnTffffJx4cuaHeUX1atPSfO6IqBsfLrxDkacE23jUuSv28XLdl8xOlQALfRMvdtahrzCeEGcwoPMqcQANqD6cD5xh93av+pCj1y1QDbneOkiGB/fSG9p60ezy2ucjQWAM66pMzOU089ZasKjddee80m+a677rp/+TnTcmwqB3fs2KGrr75aWVlZGj16tE08tsWTTz6phISE1lNlJdv2XLGa0Jg1qKfTocAFxIYF6YtD4rQ1p1T7Tp5xOhzAbeYT+vl0sRsOAVeVGhOi5Ohg2yZvlpgBAC6deR79rzf26L2DRfrK6ETdN7W3XMGXR59bavJaFktNAG920YnCxx57zM4nfPzxx3Xq1Cn95Cc/sYnDjvDggw8qPz+/9RQaGtoht4NLt2pPgR1wPiUtxulQ4CLmTUy150s3/6PqGMCF1dQ3aktOiUandFNYUOcOLgcu1vT+sXa8RHYhB24B4HI8v/GI/rDtqD1I+JMbBrvM6JGMPjGKj+xqE4WNTRwUArzVRSUKn3jiCa1YscK2EAcHB9sKwZMnT2r48OFKSUmx1YX//d//rf/8z/+84O+PGjVKmZmZqq2tba/44aCyqjq9n1uqyf26KzjAz+lw4CKGJ0ba0593Hbd/IwA+3bYjpXZbeEtbJ+DKpp7fyr32/JZuAMDFW7nnlH76933qFxuqZ24fJX8XGt/k69NFN42M16kzNdrITFrAa7X5Wcm0Ab/88stavXq1IiMj7WVf/OIX7UISM6/QnL70pS/pBz/4gX76059e8DpM+3FiYqKdV2gWmhjl5eV65JFH1NjY2F73CZ3k3f2F9kjTrEFsO8Yn3T0xxSY/XmEYMvC5bcctlVqAq5vQO9p2EbTM1QQAXJwP8sv1//60U9EhAVo0b4xdCOlqvjQq0Z6z1ATwXm1KFJq234ceesgm9aZPn24rCMeNG3fxN+bjo5UrV9oFJoMHD7ZzBydNmqSIiAj5+vpeSvxweD6hTxfZRSbAx109OE7dwwL14pY8O6gZwIWZhEtcRJDSejBaA64vyN9X43tHa3tuqSprG5wOBwDcbgnk/KWZMmNef3fnaCVGBcsVJUUHa3zvKK3eU6DyarqDAG/Upn5Rk9Bry+DqJUuWfO7PmKTgM888Y09w77la6w8WaXRylKJDA50OBy4mwM9Ht49L0i/fOaR39hXoqsHObnEDXFFeSZWOFFfp1rGJLjObCPg80/p3t6//m7OLNSudRWYA0BZnauo1f0mmiipq9cztIzUiqZtc2ZdHJ9rlhH/ZdUJ3ZaQ4HQ6ATuY6AxHgVjYeKtbZ+kbNSqftGBd227gk+ft20eJNLDUBLqSlfXNqGlXZcB8tbfLrDtJ+DABtUd/YpG/8YYcOFFTou1cP0OwhcW7RHRQa6Ef7MeClSBTikqzae8qez2Q+IT5FbFiQrhnayy5r2HfyjNPhAC45n9DPp4vdeAi4i5SYEKVEB2vd/sI2dZsAgDczz5P/9cYebThUbDsI7p3SW+6ga4Cvrh0Wpz0nzmjPidNOhwOgk5EoxEUzC0ze2VeoAT3DlBwd4nQ4cGHzzrcqLN1MVSHwz+MbtuSUaExKlMKCXG+QOfBZzJbuE6drdKiw0ulQAMCl/X7DEf1x21FN7hej/75+sFuNGrl59LmlJssy850OBUAnI1GIi5aVV6bSqjq2HeNzDUuM1IikSL2+87jKqhiGDLTYmlNiN4ObeW+Au5l6/u+2ZWs3AOBfvf3RST321j71iw3Vb24fKX9f9/roPSIxUn26h+jPu46rtqHR6XAAdCL3eraCS1i1p6XtmCHmaFtVYW1Dk/60nRknwD/PJzSVWYC7mdA7WoF+Pq1/xwCAT9p9rFz/9souRYcEaNG8MQp3w+4BU/1olpqUV9drzT4ODAHehEQhLnrOxup9BYqLCNLg+HCnw4EbMMOQu4cF6sUtuWpobHI6HMAlmK2x5nk0rUeo06EAFy3I31fje0dre26pKmsbnA4HAFxKflm15i/NlBnj+vu7xigxKlju6oaR8fL16cJSE8DLkCjERTlYUKm8kmrbduxOMzbgnAA/H80dl2znWb2zr8DpcADH5ZVU6Uhxla0m5HkU7mp6/+6qb2zWpuxip0MBAJdxpqZeX12yXSVVtfrlV4ZreGKk3H05oXm+f+9gkU6drnE6HACdhEQhLqnteFY6bcdou9vGJcnft4sWb2KpCfCPtmPmE8J9tbTN034MAOfUNzbpG3/YYQsrvnvVAF09JE6ewCw1aWqWlu9gqQngLUgU4qKs2lug8CA/jU2NcjoUuBHTenzt0F7adqRUe0+ccTocwFFrDxTaxPnEvjFOhwJcspSYEKVEB2v9gUI7lgQAvJl5HvzBXz7ShkPFunVskhZM6S1PMWNArJ21uCzzGM/3gJcgUYg2O1F+Vh8eP60rBvZwu61dcN5dGSn2fOlmqgrhvWrqG7XlcIlGJ0cpNNDP6XCAy64qNGMlDhVWOh0KADjqufdy9PL7xzS5X4z++/p0jxotYj733TAiXrkl1crMK3M6HACdgGwP2mz13nPz5cx8QuBiDUuM1IikSP1513GVVdU5HQ7giK05JXYLOG3H8ARTz/8drzvANkwA3uutD0/q8bf22wVlv7l9pEcWVJj2Y+PV7Sw1AbyB5z2LocOs2nvKLqaYksYHXFyaeRkpNknyJ95kwEu1zHObPuDcfDfAnU3oHa1APx+t3c+cQgDeadexcv3bK7sUExqoRfPGKDzIX56of88wDUuI0JsfnlQV2+4Bj0eiEG1yurpe23JKNalvjEJol8MlunpwnGLDAvXillw1NDY5HQ7Q6dYfLFKviCD1iw11OhTgsgX5+2pCn2hl5pWqkg+OALzMsdJq3bN0u0yX8fN3jVZCt2B5MlNVWF3XaJOFADwbiUK0efh+Q1Mzbce4LKYide74ZDvTqqWVHfAWucVVOlJcpan9Yz1qdhG827S07qpvbNam7GKnQwGATnP6bL2+umS7Sqrq9MuvjLAjdjzdtcN62Spys9QEgGcjUYg2tx2bz7VmkQlwOcwmuABfHy1mqQm8TMscN+YTwtMWmny8rR4APF19Y5O+8YcddpHT964eoKsG95Q3iOjqb+/r9twy5RSxxArwZCQK0aYtneYDwKikbuoeFuh0OHBz5m/omqFxev9IqfaeOON0OECnWXewSP6+XTSxb4zToQDtJiUmRCnRwVp/oFDNzc1OhwMAHco8z33/zx9pY3axbhuXpK9N7i1v8uXzS01ey8p3OhQAHYhEIT7X5sPFdh7FrHSqCdE+7spIsedLqSqEFx1w2XK4RGNSohTKnFd4YFWhGSlxsIAKEwCe7dn3cuxSPrPc8b+vS/e6USJmiVV8ZFct35GvxiYODgGeikQhPteqPedmyc0c5B1l9eh4Zo7LyKRI/XnXcZVW1TkdDtDhtuaU2I3ftB3DE7X8Xbe01wOAJ/r7hyf1s7f2q3+PMP3mthHy8/W+j9I+Pl30pVEJKjhTq/cOMXIC8FTe9+yGi2KOFL2zr8Bu6EyNCXE6HHiQeRNTbeLkT9uPOh0K0OFa5re1zHMDPMn43tF2wD1zCgF4qp1Hy/TtV3bZETqL7h6jsCB/eSuTKDRYagJ4LhKF+Ey7jpWpuLKOtmO0u6sH91RsWKBe3JKnhsYmp8MBOpSptOoVEWQPugCeJsjfVxP6RCszr1SVtQ1OhwMA7epYabW+9kKmXez4/F2jbeutN0uMClZGn2it3ltAZxDgzYnCmpoazZkzR2lpaRo2bJhmzpyp7Oxs+727775bQ4cO1fDhwzVmzBitWbOm9feWL1+uKVOmaMaMGdq9e7e97OTJk7rzzjsVGxuruLg4jRo1SosXL+6o+4d2ajueRdsx2pm/r4/mjk/WydM1WrX33N8Z4Ilyi6uUW1Ktqf1jvW6WEbzHtLTuqm9s1qbsYqdDAYB2c/psvb66ZLtKqur0y6+M0NCESKdDcpmlJuY5/y+7jjsdCgAnKwoXLFigAwcO2ITf9ddfr3vuucde/otf/EIffPCBdu3apeeee04333yzmprOVQeZBKBJHC5cuFCLFi1SZWWlJk+erJiYGJtoNEnDlStXtv48XG+r18o9p9QzPEhD4iOcDgce6NaxSQrw9dESlprAg7XMbZvOfEJ4sJa2euYUAvAU9Y1N+vofsnSosFL/OXugrhpM4USLL6T3VFign5Zlsv0Y8NpEYVBQkGbPnt1aCTF+/Hjl5p77YB8Z+Y+jKqdPn/7E782dO9dWGZpzU0W4dOlSRURE6Mknn1R4eLj9GZM0nD9/fnveJ7ST7MJKWwUzc1APO7gWaG9mzss1w+L0/pFS7TnxyecPwFOsO1gkf98uyugb43QoQIdJiQmxs4zNnEJzoBEA3Jl5Hnv09Y+0KbtEt49L0vxJqU6H5FK6Bvjq2uG9tPfkGX10nPfwgKe5pBmFTz31lK0qbPHd735Xffr00Y033mjbjX18zl3tLbfcYisNt2/fbluMs7KyNGnSpPaLHh2qpR2U+YToSPMyUuz5UqoK4YFq6hu15XCJxqREKTTQz+lwgA41Na27HSdxsKDS6VAA4LL8dn2OXsk8Zp/XfnRdOqNDLuBmlpoAHuuiE4WPPfaYbRt+/PHHWy/72c9+psOHD+vVV1/Vww8/rLq69hlqaioPExISWk+mdRmdZ9WeUwoL8tO41GinQ4EHM7NeRiZF6s+7TjAQGR5nS06J3e49jbZjeIGWv3PajwG4szc/OKn/eXu/BvQM09O3jZCfL/s/L2R4YqRd0mbew5sDowA8x0U96z3xxBNasWKF3nrrLQUHB//L96+88kpVVFToww8/vODvm6rCTZs2tfn2HnzwQeXn57eeQkPZFtlZTp2u0e7805reP1YBfrw4omPNm5iquoYmvfz+UadDAdrV+gNFn5jfBniy8b2jFejnY9uPAcAd7Thapgdf3WXH4zw/b4zCgvydDsllmSpLs9TELHx5Zx+LCQFP4nMx1X0vv/yyVq9e3TqXsL6+vnX7sfH++++rsLBQvXv3vuB1mDmFpaWltuqwqqrKXmYWmjz66KOXf0/Qrlaff7Kn7Rid4erBPdUjPFAvbc1TQyPLjeA5TGVVfGRXe8Qd8HRB/r7K6BOt7bmlqqipdzocALgox0qr9bWlmfLp0kWL7hpjX7/x2eaMiJevTxeWmgDemCg01XwPPfSQysvLNX36dA0fPlzjxo2zicK77rpLgwcPtpd9+9vf1muvvaZu3bpd8HrCwsK0YcMGnThxQqmpqUpKSrJLUpKTk9v7fqEd2o7NNlozlwPoaP6+Ppo7LtnOtmqZjQm4uyPFVXYh1NT+3ZltBK9hqmcbmprtAgAAcBemKu7uJdtVWl2np24ZriEJEU6H5BZM5eWMAbF671CRTpSfdTocAO2kTZPVzXzAT9tgdzGtxEZ8fLxeeumli/oddP4LpRm+P6lfDOX26DS3jkvSr9/N1pJNuZo9JM7pcIDL1jKnbRoHXOCFcwrXHyzUVYN7Oh0OAHwuM/7m/peylF1YqUe/OFCz0nnuutilJqv3FmjFjnw9MKOf0+EAaAcMn8MFP9yaaoBZg3iRROeJCQ3UNcPi9H5uqT46ftrpcIDLZua0+ft2UUbfGKdDATpNcnSIUmNC7N//px1kBgBXYZ6nHv3zh9p8uERzxydp/qRUp0NyO9MHxComNEDLsvJ53gc8BIlC/AvT+mm65K4cxPB9dK67M869OVu6OdfpUIDLYrb/bc0p0ZiUKIUGtql4H/AYZmyJGSVxsKDS6VAA4DMtXH9Yr2bm2+etH16bzqiQSxwhdOPIBOWVVOv9I6VOhwOgHZAoxCfUNjRq3f5CjUiMVGxYkNPhwMuYeTCjkrvpL7tPqLSqzulwgEu2JadEtQ1NdnM84I3VJcba8+33AOCK/vbBCf387QMa0DNMT982Qn6+fDS+nPZjw1QVAnB/PBviE0zZfVVdo2bSdgyHzMtIsbNiXn7/qNOhAJds/YGiT8xrA7zJuNQoBfn7tM7pBABXk5VXpgdf3a3YsEAtmjeGueyXqV+PMA1PjNSbH5xUZW2D0+EAuEwkCvEJZhCtMSu9h9OhwEuZ4fc9wgP10tY81Tc2OR0OcElMJVV8ZFf1jQ11OhSg0wX5+2pC72hl5papoqbe6XAA4BOOllRrwQuZ8u3SRc/fNUa9Irs6HZJHuHl0gs7WN+rND044HQqAy0SiEK2ampptorBP9xD16c6HWzg352TuuGQ732rVnnOJa8CdHCmusnN6pvbvzqwjeK1p/WPtYrRN2SVOhwIArU5X1+vuJe+rtLpOT90y3I69Qfu4dlgvBfr5aFkm7ceAuyNRiFa78stVVFGrWem0HcNZt45LUoCvj5ZsPuJ0KMBFa2m3nJZG2zG8V0vb/fqDtB8DcA1mtM39f8jS4aIqPfrFQXzmaWfhQf6aPSROmXllOlzEMivAnZEoRKuW6q1Zg2g7hrNiQgPtUcntuWX66Phpp8MBLsq6A0Xy9+2iiX1jnA4FcExydIh6x4Ro7f4iNTc3Ox0OAC9nnof+8/UP7Tz2Oyck66sTU5wOyaOXmrzGUhPArZEoRKtVe0/Zgb7DEiKdDgWwS02MpZtznQ4FaLOzdY3amlOisalRCgn0czocwFGm/f7UmRodKKhwOhQAXu6ZdYftRl5T7fyDawYxGqSDjO8drYRuXbU8K18NzBoH3BaJQljZhZXKKarSzEE95OPDCyecZ2bGjErupr/sPqGSylqnwwHaxCQJaxuaNC0t1ulQAJeYU9hSZQsATvnr7hP635UHNKBnmJ6+baT8fPkI3FHM58gvjUpQYUWt3jvEcz/grniWxCe2HZtEIeBKVYVmnsyfth9zOhTg4uYTnp/PBnizcalRCvL3aX1cAEBny8or1UPLdtuuqcV3j1Eo1f4dziQKTcEmS00A90WiEK1tx+aFc0KfaKdDAVpdNbineoQH6sUteaqnfQFuYN3BIsVHdlXfWDbHA0H+vprQO1qZuWWqqKl3OhwAXuZoSbW+9kKWfLt00aJ5YxQX0dXpkLxCQrdgTewTo3f2Fai0qs7pcABcAhKFUOGZGu08Wm4rYAL9fJ0OB2jl7+ujO8Yn2xlXLct2AFd1pLhKeSXV9rmU2UfAOdMHxKqhqVmbsoudDgWAFzldXa95S95XWXWdfn3rCA2Oj3A6JK9y8+gE1Tc26887jzsdCoBLQKIQWr3v/Lbj9J5OhwL8i1vHJinAz0dLNh9xOhSgjW3HzCcEWrTM62ROIYDOYsbW3PdSlp2//v0vDtKVjFbqdF9I76mwID+9mnnMbpwG4F5IFMJWavn7dmGmFlxSdGigrh3aS9tzy/TR8dNOhwN8qrUHihTg66MMRjgArZKig9U7JsQmCvmwCKCjmeeZ/3j9Q23JKdFdE5J198QUp0Py2tET1w3rpf2nKvTR8TNOhwPgIpEo9HJmZtDmw8Wa0CdG4UH+TocDfOpSE2PJ5lynQwEu6Gxdo914PCa1m0IYlA58wtT+3e0IiQMFFU6HAsDD/WZttl7Lytf0/t31/WsGMQrEQV8enWjPl2WxlBBwNyQKvZw5wm/mR8yiJB8ubEhChEYnd9Mbu0+opLLW6XCAf2GShKbVqaXNEsA/tLTj034MoCOZ94lPrDqogXHh+vVtI+Xny0ddJw1NiFD/HmF2TmFNfaPT4QC4CDx7ernVe8/NJ5xJohAubt7EFJuI+dN2jkrCdecTTh/ACAfgn41LjVKQv4/W7j/3OAGA9paVV6rvLNutHuGBWjRvtEKp7necqeY0S03O1DS0fuYE4B5IFHoxk3Qxb9qHJUaqR3iQ0+EAnzsUuWd4kF7ckqf6xianwwE+MQ/JzCeMj+yqPt1DnQ4HcMlZVRl9YpSVV2ZHngBAe8orqdLXXsiSn08XPX/XGMVFdHU6JJw3Z0S8/f9ilpoAcB8kCr28Va6itoG2Y7gFf18fzR2fZOdcrdxzyulwgFZHiqt0tLTaLoRiFhJwYebx0dDUrE3ZxU6HAsCDlFfX6e4l2+35r28docHxEU6HhI+JCQ3UjAGx2phdrOPlZ50OB0AbkSj0Yqv2nku2fCGdRCHcw61jkxTg56Mlm1hqAtfRMnetZQ4bgH/VMr+TOYUA2rM76r6XspRTVGUXl1wxkM80rrrUxCy9X5GV73QoANozUVhTU6M5c+YoLS1Nw4YN08yZM5WdnW2/d/fdd7dePnHiRG3fvr319zZu3KgpU6Zo2rRpeuedd+xlZ86c0QMPPKD4+Hj16NFD6enp+vnPf97WeNFOmpqa7ayI3jEhtMrBbUSHBuq6Yb2UmVemj46fdjocwFp3sEgBvj7K6BPtdCiAy0qKDrbvOUyi0LTrA8DlMM8j31vxobbmlGpeRorunpjqdEj4jIry7mGBWpaVbz+DAvCgisIFCxbowIED2r17t66//nrdc8899vIbbrhBe/futZd/73vf080339z6O88++6yWLVumN998UwsXLlRTU5OuuuoqlZaWaufOnSooKNDWrVsVHh5uv4fO88Hx0yo4U6uZ6T1olYNbMW8GjSWbqSqE887WNdoxDmNToxTC4HTgM5mqWzM+Yv+pCqdDAeDmnn43W8t35OuKAbG2mhCuy2yfvnFEvB3T8n5uqdPhAGivRGFQUJBmz57dmlAaP368cnPPfUi/7rrr5Ofn13r58ePH1dDQYL+eP3++TQxOnjzZJhbfeust5eXladGiRYqNPdeCEhYWpvvuu08+PnRBd6ZV52e8zRrU0+lQgItiZs+MSemmN3adUHFlrdPhwMuZJKFpfTJHywF8tpbHCe3HAC7HX3Yd1/+tPqhBceH61a0j5OtD0YOrM9uPDZaaAO7hkrJzTz31lK0qvNDlJqHYkjg0LcemcnDHjh26+uqrlZWVpdGjR9vEI5xl2o7NcNkRiZFOhwJctLsyUlTX2KSXtx11OhR4ubUHCu05iULg85nK267+vlp3/nEDABdre26p/n3ZB+oZHqRF88ZQze8m+saGaURSpP7+4UlV1NQ7HQ6A9k4UPvbYY3Y+4eOPP/6Jy1966SW9+uqreu6559RennzySSUkJLSeKisr2+26vVlOUaUOFVZq5qBY+XAEDm7oC+k91SsiyLYfV9edq2AGnJiPZCqj4iO7MusVaIMgf19N6BOtrLwyPigCuGi5xVVa8EKm/Hy76Pl5o9UzguITd1tqUlPfpDc/OOl0KADaM1H4xBNPaMWKFbaFODg4uPXyV155RT/60Y+0evVqu6Dk04waNUqZmZmqrW1bu+CDDz6o/Pz81lNoKB/E2qua0KDtGO7K39dH90/ro5KqOv2RqkI45EhxlZ23Y6oJmfUKtI15vDQ0NWtTdrHToQBwI+XVdfrqku06fbZev751hNJ7RTgdEi7SNUPjFOTvQ/sx4EmJQlPd9/LLL9tkYGTkP9pVTRXho48+arcaJyUlfeZ1mPbjxMREO6/QLDQxysvL9cgjj6ixsfFy7gcuwqq9BQoJOHdUH3BXN49OVGxYoJ59L0c19Tx/oPO1zFmb3v/czF0An29a2rnHy9r9zCkE0DZmFvC9L2Ypp7hK/3Vtuq4Y+OmFKXBdYUH+mj04TjuOliu7kE5BwO0Thaaa76GHHrJJvenTp2v48OEaN26c/d7tt9+umpoaO7PQXG5OJSUlF74xHx+tXLnSLjAZPHiwbSeeNGmSIiIi5Ovr2773DBdUWFGjHUfL7OZB0wIEuCvz93vf1D4qqqjVK9s5MonOt+5gkQJ8fZTRl4MuQFslRQerd/cQrT9YZNv3AeCzmOeJ7674QNuOlGpeRoqdUw33PtBvLMvivTvgyto0/dUk9D7tzVx9/cXNmDFJwWeeecae0PnW7CuU+V85K50jcXB/t45N0jPrsrVw3WHdMjZRgX4kv9E5ztY12o3HZjlDcACD1IGLrSpctOmI9p+q0MC4cKfDAeDCfv1utlbsOK4rB8bq+9cMcjocXKZxqVFKjOpq/5/++6z+8vO9pN2qADoYj0wvs2rPKfn5dLEVhYC76xrgqwVTeuvUmRq9lpXvdDjwIltyim0rFNuOgYvX8rhpad8HgAv5y67jenL1QaX3CtdTt4yQL0sY3Z5ZpHnzqETbEWQqywG4JhKFXqSytkGbDpdofO9oRXT1dzocoF3cPi5Z3YL99czaw6pvbHI6HHiJlgQHiULg4plK3K7+vlp3oNDpUAC4qO25pfr3ZR+oZ3iQnr9rjEICqd73FDeNSpDZAcdSE8B1kSj0Iu8dLLIVMLQdw5OYN473TO6t4+Vn9fqO406HAy9gRnGYRGFCt67q0z3U6XAAt5wxm9EnWpl5ZTpTc3EjbAB4vtziKi14IVP+vl20aN4Y9YwIcjoktKP4yK6a1DfGjsQqqax1OhwAF0Ci0Mvajo0r2RQGD3PnhGRbJfv02mw1UFWIDnakuEpHS6ttNWEXc0gcwEUzj5/GpmZtOlTsdCgAXEhZVZ3uXrJdp8/W6+nbRmpQL+aYeupSk4amZr2+k4P8gCsiUeglTEvmmv2FGpoQoV6RXZ0OB2hXYUH++urEVJu8eWP3CafDgYdb29J2nMasV+BStcxKZk4hgBa1DY2696Use0Duh9ela/oAXmc91axBPRQe5KdlmfmfujQVgHNIFHqJbTmlqqhpsE/KgCeaNzFFYYF+evrdbFulAnQUM1ctwNdHGX2jnQ4FcFuJUcHq3T3EDrPnQyIA8zzw3eUf6v0jpbp7YorunJDidEjo4BEU1w+P14GCCn14/LTT4QD4JyQKvcSqvefajmel93Q6FKBDmNZjkyzMKa7Smx+edDoceKizdY3adqTULmMIDmCwOnA5TFWu2Vq//1SF06EAcNiv1mTbNtQrB8bq0S8OcjocdIIvj0605yw1AVwPiUIvOUK3em+BUqKD1S+WwfvwXKb9OCTAV0+/e0hNVBWiA2zJKbZLodh2DFy+6QPOPY7Wsv0Y8Gp/3nlcv3jnoAbHh+upW0bI14f5v97A/P8e0DNMb+w6oZr6RqfDAfAxJAq9wEfHz+jk6RrNHNSDwfvwaN1CAnTHhBQdLKjUyvPLe4D21DJPrWW+GoBLZypzu/r7MqcQ8GKm1fjh1z5QXESQnr9rjEICqdb3FuZzqVlqcqamgfftgIshUegFaDuGN7lncqqC/H30q3ezmXuFdmX+nkzlU0K3rurTPcTpcAC3F+jnq4w+0crKK9OZmnqnwwHQyczSkgUvZsrft4tNEvYID3I6JHSyOcN7yc+ni11qAsB1kCj0Aqv2FCg6JEAjk7o5HQrQ4WJCA3X7uGTtO3lG7+yjnQ3tx8y/PFZ61rYdU50NtA/zeDILqDYdKnY6FACdqKyqTncvfl9nztbr6dtGalCvcKdDggOiQwN15cAe2nS4WPll1U6HA+A8EoUeLre4ym6TMk/AzPuAt7h3Sm8F+PnoV2sOUVWI9m87TqPtGGgvLW38tB8D3qO2oVH3vpil3JJq/ei6dE0fwOuqN/vymASZt+vLs447HQqA80gUejizxMSYld7D6VCAThMbHqRbxyTqw+Onte4gHz7RPtYdKFSAr48y+kY7HQrgMRKjgm0r/7qDhRzYAbyAeZx/d/mHej+3VPMnpdrZ0vBuU/p1V2xYoF7bcYxlhICLIFHoBfMJgwN8NbFvjNOhAJ3qvml9bFKHqkK0h+q6Bm07UqpxvaMUHMCgdaC9qwoLztRq38kKp0MB0MGeWnNIr+88brud/mP2QKfDgQvw8/XRjSMT7HiXrUdKnA4HAIlCz1ZcWavMvDJNTeuuIH9fp8MBOlVcRFd9aXSCdh4t16Zs3nTg8mw5XKK6hib7fAqg/ecUGqaqEIDnen1nvn75ziENjg/Xr24dzlgktLp5dII9Z6kJ4BpIFHqwd/eZNh5p5iDajuGd7p/ax25SM1WFQLvMJzw/Tw1A+xmbGqWu/r7MKQQ82LacEj382geKiwiyG46pzsfH9ekeqlHJ3fTWRyd1pqbe6XAAr0ei0MPbjs2RuhkMCIYXz766cWS8nYOzNYeqQlwa07puKp0SunW1s9QAtK9AP19l9IlWVl4ZHxABD5RTVKl7X8qyI2EWzRujHuFBTocEF/Tl0QmqqW/S33afdDoUwOuRKPRQVbUNeu9QscalRikyOMDpcADHfGN6X5swp6oQlyqnuMrOzZneP1ZdutAmBXSEaQNi1djUrI2Hip0OBUA7Kq2q01eXbFdFTYN+c/tIDYwLdzokuKgvDu1lq8uXZR1zOhTA65Eo9FAbDhXZeVqzaDuGl0uODtH1w3pp8+ESZeaWOh0O3LrtmPmEQEeZdn7+p9kuDsAz1DY06t4XM5VbUq0fXpfO+A58ptBAP80eEmfnix8qYLkV4CQShR5q1Z4Cez4zvafToQCO+8aMvjKFYL96N9vpUOCGTOLCtEtN6BPtdCiAR4+KMK396w8Wsake8ADmcWxmEm7PLdM9k1J1x/hkp0OCOy01yWKpCeAkEoUeqL6xSWv2F9qNYvGRXZ0OB3CJAcnXDO2l9w4WadexcqfDgRuprmvQtpxSjesdxeB1oIOZaqOCM7Xad5JKEsDd/eKdQ/rLrhN2qeL3Zg90Ohy4CTM2Kzk6WCt2HLefaQG4cKKwpqZGc+bMUVpamoYNG6aZM2cqO/tcZc5jjz2m/v37y8fHR3/+858/8XvLly/XlClTNGPGDO3evdtedvLkSd15552KjY1VXFycRo0apcWLF3fEffNa23NLdfpsvWYNopoQaPHNGX3t+a+ZVYiLsOVwieoamzT1fFskgI7T0t5vlgcBcF/Ls/LtbOgh8RF66pbhdlY00BZmFvTNoxJUXFnbOvoFgAtXFC5YsEAHDhywCb/rr79e99xzj738yiuv1FtvvWUTgv/MJADXrFmjhQsXatGiRaqsrNTkyZMVExNjE40mabhy5Uo1NXG0oEPajplPCLRK6xGmqwf3tNW2Hx0/7XQ4cBMtb1Knsz0e6HBjU6PsIPt1+/lwCLirrTkl+u6KD9QrIkjP3zWaanxctBtHJtiRQa9mstQEcOlEYVBQkGbPnt267XH8+PHKzc21/x47dqx69+59wd+bO3euxowZY89NFeHSpUsVERGhJ598UuHh5zZemaTh/Pnz2+8eeTkzD2T13gIlRnXVgJ5hTocDuJQHWqoK36WqEG17Pl17oNA+n/aOCXE6HMDjBfr5amLfaGUdLbOdEQDcy+GiSt37YpZ9LD8/b4xiw4OcDgluqFdkV03u111r9xeqqKLW6XAAr3RJMwqfeuopW1X4eW655Rbt2rVL27dvty3GWVlZmjRp0qXcJNpoz4kzOl5+1rYdtyR2AZyT3itCVw7soZV7CrT/1Bmnw4GLO1xUpfyys5qWFsvzKdBJpvaPVWNTszZlFzsdCoCLcKy0Wl9dsl2VtQ36ze0jNTDuXFEIcClM+3FDU7P+vPO406EAXumiE4VmJqFpG3788cfV0UzlYUJCQuvJtC7js63ae67teBZtx8AFfeuKlqpCNiDj87cdf3xuGoCON+38PNCWxx8A1/dh/mnduHCzjpZW66dzBjPXF5fNjNCK6Opv249NhwcAF04UPvHEE1qxYoWdSRgcHHzRN2aqCjdt2tTmn3/wwQeVn5/fegoNDb3o2/Q2q/acUlRIgEYld3M6FMAlDU2ItImfv394UtmFbNbEp1t/sEgBvj6a0Cfa6VAAr5EYFaw+3UPsfFA+HAKuz7SHfuW5LTpztl7P3DZSt4xNcjokeIAgf1/NGd5LhwortTuf2eKAyyYKTXXfyy+/rNWrVysyMvKSbszMKSwtLdXDDz+sqqoqe5lZaPLoo49e0vXhX0v+95+q0BUDYuXne0ld5YBX+OaMfjKfP3+z9rDTocBFVdc1aFtOqcb1jmIQO9DJpvePVWFFrfaeZEQE4Mr+sC1P85duV6Cfj/74tXG6ekic0yHBg9w8OtGes9QE6HxtyiaZar6HHnpI5eXlmj59uoYPH65x48bZ7/3kJz+xbcFbtmyxm5DNv4uKLrytLiwsTBs2bNCJEyeUmpqqpKQkuyQlOTm5fe+Vt7cdp/d0OhTApZmK20l9Y/SXXcd1pPjcQQvg47YcLlFdY5Om9WfbMdDZWh53LVvHAbiWpqZm/c/b+/Wfr39kq4BXfH2iRiVHOR0WPEx6r3A76/Kvu07obF2j0+EAXqVNZRIm+fdp7R+mGvBiKgLj4+P10ksvtT1CXFTbcZC/j02AAPhs37qinzZmF+uZtdn635uHOR0OXIzZdmwwnxDofGNSuyk4wFfrDxTpG9PPzZUF4BpqGxr1nWUf6K+7T2hEUqR+f+doRYcGOh0WPJBZJGeWmvz33/Zq5Z5TmjMi3umQAK9Bf6qHKK2q0/bcUk3p111dA3ydDgdweWNTozQuNUordh63bftAC3NgzFQyJUZ1Ve+YEKfDAbxOoJ+vMvpEK+tomU6frXc6HADnna6u1x3Pv2+ThF9I76GXvzaeJCE6lEkO+vt20bIs2o+BzkSi0EOs2VegpmbajoGL8f+u6KfGpmY9s45ZhfiHw0VVyi87q2lpsfZoNoDON7V/rH1+3pRd7HQoAM7PQr/pt5v1/pFSfXViqp65fZRdOAF0JLOk02xA3pRdwoF9oBORKPSg+YQ+XWQXmQBoG7PN1swrfC3rmI6Xn3U6HLiIdefbjqcPoO0YcMq0tO6tG1UBOOuD/HLd8MxmHS6q1PevGaQfXDtIvuaDB9AJbh51bqnJa1n5TocCeA0ShR7ADHfdcKjItlJ2CwlwOhzAbZhqMTOrsL6xWc+up6oQ56w/WKQAPx9N6M28V8ApZkFC39hQ+3j8tDnZADqna+krz25VRU29Ft4+UvMnpTodErzM5H4x6hEeaBOFZpEOgI5HotADvHeoSDX1TZo1iLZj4GJN6RejYQkR+tP2Yyo4U+N0OHBYVW2DtuWU2vmVzHsFnK8qLKyo1d6TZ5wOBfBKL27N09deyLSvh3/82nhdNTjO6ZDghfx8fXTjyATb/bMlp8TpcACvQKLQA6zeW2DPzfwGAJdWVVjX0KRn1+c4HQ4ctuVwieoamzStP2McAKe1PA7NciEAncdUbT3+1j59/88fKSkqWCvuz7CjWgCnmO3HxrJMlpoAnYFEoZtraGyyLQED48Jtmw6AizdjQKzSe4XrD9vyVFRR63Q4cNC6g+fmoU3rz3xCwGljUrspOMBX60kUAp2mpr5R3/rTTnvwdGRSpFZ8faJSYkKcDgternf3UI1J6aa3Pjql02frnQ4H8HgkCt1cZl6ZyqrrNYtqQuCyqgq/OaOfahua9PsNVBV6KzMHzVQumeqJ3nwoAhwX6OerjD4xyjpaxgdDoBOUV9fpzuff198+OKmr0nvadmOzdRZwlaUm5r36X3efcDoUwOORKHRzq/acazuelU6iELgcJtnev0eYncdTWlXndDhwwOGiKuWXnbXVhCZ5DMB55vHY2NSsjYeKnQ4F8GjHSqt148LNej+31C4s+c3tIxXkz6xeuI7ZQ+Nslfkyth8DHY5EoZtXv6zae0rxkV01KC7c6XAAt+bj00XfvKKvqusa9fxGqgq90boDtB0Drqbl8djy+ATQ/nYfK9cNz2zSkeIq/de1g/T9awbJ14cDZnAtoYF++uKQOPv3erCgwulwAI9GotCN7TtZYatfTDUh1S/A5bt6cJz6dA/R0s15tv0G3sW0HQf4+WhC7xinQwFwXkK3YPWNDdX6g0X2ACmA9l+KeMtzW1VR06CFt4/S3RNTnQ4J+FQ3j0605yw1AToWiUI3ZqoJjVmDejodCuARzNHzB2b0VWVtgxZvynU6HHSiqtoGvX+kVONSo9Q1gFYrwJVMS+uuwopa7T15xulQAI/y4pZc3ftipn3de3nBeF01mM8UcG1moUlKdLBW7Diu+sYmp8MBPBaJQjc/AhgZ7G+fMAG0j2uH9rJvQBZtOqIzNQzP9xZbDpeorrFJ0/vHOh0KgH8yfUBsa9UvgMvX1NSsx/++T9//yx4lR4doxf0ZGpnE5wm4PtNFZ6oKS6rq9O5+RlIAHYVEoZvKL6vWnhNnNGNArPx8+d8ItBfzePr69L62BeeFzVQVeot1B5lPCLiq0Snd7AB75hQCl6+mvlHf/NNOPftejkYld9Py+zOUEhPidFhAm904Ml5mhOayTJaaAB2FDJMbVxMatB0D7e+GEfFK6NZVv994xLYhw7OZuWemUikpKlipfFgCXE6gn68y+sRox9FynT5LpTdwqcqq6nTH89v05gcndfXgnvrDPeMUFRLgdFjARYmL6Kopad219kChCitqnA4H8EgkCt3Uqj0FCvTz0ZQ0hu4D7c3fVBVO66vy6nq9tDXP6XDQwQ4XVdrFUKaakMVQgGsyj8/GpmZtPFTsdCiAWzpaUq2bFm7W9twyfW1yqn5z20gF+TOTF+7p5lGJ9jXhzzuPOx0K4JFIFLrp0cD3c0s1uV93BQf4OR0O4JFuGhWvXhFB+t17Oaquo6rQk7XMPaPtGHBdLY9P2o+Bi7frWLlueGaTjpRU6YfXDtJ/fnGQfEzvJuCmrhwUa2f1v5qZbztDALQvEoVuyAxuNUdQZqX3cDoUwKNb3e6b1scOS/7jtqNOh4MOThQG+PloQm8qtAFXldAtWP1iQ7XuYJFdxACg7eOKbnlui6rqGvTbuaM0b2Kq0yEB7fI+fc7weGUXVmrnsXKnwwE8DolCN7Rq7yk7wPWK81sAAXSML49OVGxYoB34bYZ/w/NU1Tbo/SOlGt87Wl0DaMECXL2qsKiiVntPnnE6FMAtvLAlV/e+mKmQAD+9/LXx+kI6s83hOW4enWDPWWoCtD8ShW7GJCveO1is0SlRig4NdDocwKOZ2T33Tu1jP5i+sv2Y0+GgA2w5XKK6xiZNS6PtGHB10/qfO0C6/uC5cQEALsxU3f70zb36wV/2KDk6RCu+nqERSd2cDgtoV+m9IpTeK1x/3X1CZ+s4oA+0JxKFbsYM8T5b36hZg2g7BjrDbWOTFBMaoIXrDqu2gTchnsZszDOYTwi4vtEp3RQc4MucQuBzigq++fJO/W7DEY1O7qYV92fYZCHgiW4elaDK2ga9veek06EA3pcorKmp0Zw5c5SWlqZhw4Zp5syZys7Ott8rLCzUVVddpX79+mnw4MF67733Wn9v+fLlmjJlimbMmKHdu3fby06ePKk777xTsbGxiouL06hRo7R48eKOun8e2XZszCRRCHQK0476tcm9depMjV7LorXBk5jh12Y+YVJUsFJj+BAFuMNMqow+MdpxtFynq+udDgdwyYWHc3+/TW9+eFJfHBKnl+4Zp24hAU6HBXSY64fHK8DXR69u5z064EhF4YIFC3TgwAGb8Lv++ut1zz332Mu/+93vavz48Tp06JBN+N12222qrz/35s18vWbNGi1cuFCLFi1SZWWlJk+erJiYGJtoNEnDlStXqqmpqV3vlKcyC0ze2VeoAT3DODIIdKK545PVLdhfz6w9rPpGnq88xeGiSh0vP6vp/burSxe2PwLuYPqA7vb90IZs2o+Bj8srqdJNCzcrM69MC6b01q9vHWFHqACezCTCTQHNlpwSHS2pdjocwLsShUFBQZo9e3brBymTGMzNzbX/fvXVV3XffffZf48ZM0a9evXS+vXr7ddz5861l5lzU0W4dOlSRURE6Mknn1R4eLj9GZM0nD9/fkfdP4+SlVem0qo62o6BThYS6Kd7Jve2SaXXdxx3Ohy0E1NN+PG5ZwBcX8vjteXxC0DaebRMNz6zWbklVfrRden6j9kD5WM2HwJetNTktR1UFQKOzih86qmnbFVhSUmJrR7s2fMfG7RSUlJ09OhR++9bbrlFu3bt0vbt222LcVZWliZNmtRuwXubVXvOtR3PYmMZ0OnunJCs8CA/Pb02Ww1UFXoEk2gI8POxG48BuIf4yK7qFxtqF5qYhQ2AtzOfD2793VZV1TXo2TtG666MFKdDAjrV5H7d1TM8SMuz8nldAJxKFD722GO2bfjxxx9XRzOVhwkJCa0n07rszbO0Vu0tUK+IILvdCUDnCgvy11cnpepoabXe2H3C6XBwmapqG/T+kVKbJDRzKAG4D7N8yGyj33vyjNOhAI5asumI7n0pS6GBfvrTggnMMIdX8vXpoptGxdvOn82HS5wOB/C+ROETTzyhFStW6K233lJwcLCio6Pl5+enU6fOVboZpiU5KSnpgr9vqgo3bdrU5tt78MEHlZ+f33oKDQ2VtzpYUGkTFKaakFlagDPuzkhVWKCfnn43287IgvsybyTrGpvsfEIA7tl+bKoKAW9kqqZ+8re9+uFf9yo1OkQr7p+o4YmRTocFOObmUYn2/NXMY06HAnhXotBU97388stavXq1IiP/8UJ0880367e//a39t2kxPn78uKZOnXrB6zBzCktLS/Xwww+rqqrKXmYWmjz66KOXf0+8pO2YI4WAcyKC/W1LT05xld0oCPe17kChPWc+IeB+Rqd0U0iAr9buP/c4BrxJTX2jHnh5h36/8YjGpHTT8vszlBQd7HRYgKNSYkI0NiVKb+85pdPV5xarAujgRKGp5nvooYdUXl6u6dOna/jw4Ro3bpz93v/8z/9o8+bN6tevn+bNm6eXXnpJ/v7+F7yesLAwbdiwQSdOnFBqaqqtPDRLUpKTky/jLngH03Zs5qONTY1yOhTAq82flKrgAF89/e4h5qC48SgHM58wOTpYqTFskAfcTaCfrzL6xmjH0TI+EMKrmKWGt/9+m/7+4Sl9cWicXpw/zm59BXBuqUldQ5Pe+IARQcDl8mvLD5n5gOaD1YX06NFDq1atavMNxsfH22Qi2u5E+Vl9ePy0bhgRL3/fS9o/A6CdmDfkd0xI1rPrc7RyzyldPSTO6ZBwkQ4XVdo5NndN4CAV4M5zClfvLdCG7CJdM7SX0+EAHS6vpErzFm/XkeIq3Tultx65agCbjYGPmT0kTj98Y4+WZR7THeN5jwdcDrJObsC8ETZm0XYMuISvTe6tIH8f/erd7E89iALXtXb/ublmtB0D7qvl8WuqgwFPZ6pnb3hms00W/vj6dH1v9kCShMA/CQn0s5W2H+Sf1v5TLLsCLgeJQjewau8pBfj5aEoaQ/cBVxATGqjbxyVr38kzemcfM7LczbqDhQr087EbjwG4p/jIruoXG2oXmjAGAp7s7Y9O6dbntupsXaOeu2O07piQ4nRIgMv68uhzS02WZeY7HQrg1kgUujgze2dbTqkm942xR0kAuAbT9mMS+L9+9xBVhW6kqrZB24+U2SRh1wBfp8MBcBmmD4hVUUWt9p6kcgSeafGmI7r/D1kKC/LTnxaM15V0FwGfaVRyN/WOCdHrO4/beYUALg2JQhe39kChGpqaNSudNwaAK4kND9KtYxJte8O6g7S+uYvNh0tU19hk55sBcG/TzndatGwxBzyFqZL98d/26kd/3WuXbr3+9YkalhjpdFiAy+vSpYu+NDrBLv55dz+vDcClIlHoBm3HXbpIMwaQKARczX3T+ijA10e/WkNVobtoSSgwnxBwf6NTohQS4MucQniUmvpGff0PO/T8xiMamxKlFfdnKDEq2OmwALdx08gEmRGeZqkJgEtDotDF3yiYN7+jkrqpe1ig0+EA+CdxEV3tUcudR8u1KbvE6XDwOUwy1zynJkcH2woNAO7NjH/I6BtjFz2YUS2AuyuprNVtv9uqt/ec0rXDeumF+WMVGRzgdFiAW+kRHqSpad1tx0/hmRqnwwHcEolCF7b5cLGq6xppOwZc2P1T+8jPp4t+9e4hp0PB58gurNTx8rOaTjUh4DHMGAGzy2RDNlWFcG+5xVW6aeFm7Tharvum9tFTXxmuIH9m6QKXutSksalZK3YedzoUwC2RKHRhq/YU2POZg3o6HQqAT2HagW4cGa/3j5Rqaw5Vha6spT1xKvMJAY/RMkZg7X4ShXBfWXllunHhZh0trdaP5wzWd68eIB/TOwngklwxsIe6Bfvr1cxjjAcCLgGJQhdljoC8s69AaT1CaZEDXNw3pveVr08XuwEZrmvdwUIF+vloQu9op0MB0E7iI7va90rrDxbZBRCAu3n7o5O23fhsXaN+d+do3TE+2emQALdnRlPMGRGvnKIqW6UL4OKQKHRRu46VqbiyTrOoJgRcXnJ0iK4f1svOKczKK3U6HFxAVW2Drfoc3zuaVi7AA6sKiytrtffkGadDAS6KWVhy/x92KCzIX6/cO95WQQFoHzePSrTnLDUBLh6JQhdvO2Y+IeAevjGjr91Q/qs12U6HggvYlF2s+sZmO88MgGeZltb9E1vNAXfoHPrRX/fox3/bq94xIXr96xkamhDpdFiARxnUK1yD48P1tw9OqrquwelwALdCotAFmTkKK/ecUs/wIA2Jj3A6HABt0Kd7qK4Z2su2v+06RouDqzGb7wwWmQCeZ3RKlEICfFvnkAKuzLQYf/0PWVq8KVdjU6O04v6Jdt4xgI5ZalJZ26C3PjzldCiAWyFR6KKbOXNLqjVzUA91MSVKANzCN2f0tedPM6vQ5Q6+rD9QpJToYKUw8xXwyFlUE/vGaMfRMpVX1zkdDvCpSiprddvvt2rlngJdO6yXXpw/VhHB/k6HBXis64b1UoCvj11qAqDtSBS6oFV7aTsG3FFajzBdPbin3tlXqI+On3Y6HHzs4Mvx8rOt21EBeB7z+Da7TDYcKnY6FOCCjhRX2c3GO4+W6/5pffTUV4Yr0I+ZuUBHigwOsJ+ptx0pVV5JldPhAG6DRKELWrXnlMKC/DQulc2cgLt5oLWqkFmFrqKlHXEq8wkBj9Uyf5T2Y7gis+jsxmc26VhptX56w2A9ctUA+fjQNQR0Vvux8VpWvtOhAG6DRKGLOXW6RrvzT2vGgFjbSgPAvaT3itCVA3vo7T2ntP8UGzhdwdoDhQr089GE3hx8ATxVr8iuSusRaufENpnSQsBFvPXhSd36u22qbWjS7+8ardvHJTsdEuBVzGiKuIggLc/Kt4uEAHw+MlEuZvW+823Hg3o6HQqAS/StK6gqdBVmgPX23FJN6BOtIH9avABPbz8urqzV3pMcpIFrzMf9/YYcff2POxQe5K9XFkzQjAGMFQI6m69PF31pVIJOnK7RpmzGUwBtQaLQBduOzcBVWuQA9zU0IdK2wb354UllF1Y4HY5X25xdrPrGZk1L4zkV8Jb247X7C50OBV7OVC396K979ZM396lP91C9/vUMDUmIcDoswGuZRKHBUhOgbUgUupDTZ+u15XCJMvpGKzTQz+lwAFyGb87op+Zm6TdrDzsdildbd/DcvDIWmQCeb3RylEICfFsf94ATztY16v6XsrRkc67GpUZp+X0ZSowKdjoswKslR4fYx6NZGlpeXed0OIDLI1HoQtYdKFRDUzNtx4AHGJXcTZP6xugvu47bTYdwpu1r/YEipUQHKyUmxOlwAHQwM9vZzKLaebSMD4JwhGl9v/V3W20y4vrhvfTC/LGKCPZ3OiwA55ea1DU06Y3dJ5wOBXB5JApdiHlT0aWLdOUgKl8AT/DNGX1lZiY/s5ZZhU44VFip4+VnqSYEvIh5vJvn3Q2HmEOFzpVTVKkbn9msXcfK9Y3pffSLLw9XoB+zcQFXcfWQnrZrb1km24+BdkkUfutb31JKSoq6dOmiXbt2tV7+9ttva/To0Ro6dKjGjx+v3bt3t35v+fLlmjJlimbMmNF6+cmTJ3XnnXcqNjZWcXFxGjVqlBYvXtyWEDxebUOj1u0v1IjESMWGBTkdDoB2MK53tG1zWLHzuI6VVjsdjldWaX98bhkAz9fyeF93gPZjdJ7M3FLduHCzPTj12A1D9O9fGCAfny5OhwXgY4ID/HTN0Dh9ePy09p5g6RVw2YnCL33pS9q4caOSk5NbLysrK9Ptt9+upUuX6oMPPtD//u//2q9bmATgmjVrtHDhQi1atEiVlZWaPHmyYmJilJ2dbZOGK1euVFNTU1tC8HibD5eoqq5Rs9JpOwY8ybeu6GeHmj+zjlmFnc0kCgL9fDS+d7TToQDoJL0iu6p/jzCtP1ioJlNaCHSwv394Urf9fpttafz9naN127gkp0MC8CluHn1uqcmyLJaaAJedKDSVgQkJ5x5ULQ4fPqzo6Gilp6fbr00S8OjRo9qxY4f9eu7cuRozZow9N1WEJqEYERGhJ598UuHh4fZnTNJw/vz5bQnB463eW2DPZw3q4XQoANpRRp9oO6/wtaxjttIAnaOytkHbc0s1oU+0gvxp/QK8raqwuLJOe6gYQQfPwf39hhx94487FNHVX6/eO0HTBzDqAnBlI5O6qXf3EP1553Gb3Ac+rdszu7BC3uySZxT269dPJSUl2rx5s/36jTfeUEVFhXJzc+3Xt9xyi21T3r59u20xzsrK0qRJk9ovcg9ijnibRGGf7iHq3T3U6XAAtCMzssHMKqxvbNaz66kq7Cybs4vtf/NpabQdA95mamv78bnxA0B7M50CP3xjj37y5j717R6q17+eocHxEU6HBaAN78vNUpOy6nqt2XeuUAf4OLMM7Y7fv68vP7tVJ097b5HHJScKTXXga6+9pu9973s2Ebhq1SoNGjRIfn5+7RacqT40lYwtJ9O+7InqGpt0+7gkzctIcToUAB1galp3DUuI0J+2H1PBmRqnw/EKa8/PJ2ORCeB9RidHKSTAV+sOMqcQ7e9sXaPueylLS7fkaXzvKL12f4YSugU7HRaANrpxRLx8fbpoWRZLTfBJZqa8mTf7fm6pbhgR79W7Iy5r6/H06dO1fv16Wy34f//3fzpx4oRNFl6ISSZu2rTpoq7/wQcfVH5+fuspNNQzq+1MW9y/XZmmOyaQKAQ8t6qwn21xeHZ9jtPheEU72PoDhUqNCVFKTIjT4QDoZAF+PprYN0Y7j5bZygCgvRRX1uqW3221nUBzhvfS0q+OtW3HANxHbHiQ7TgxVeccwEeL3cfKdcMzm3SkuEr/de0gff+aQTah7K0uK1FoFpK0+PGPf2w3HPft2/eCP2vmFJaWlurhhx9WVVVV6+8/+uijlxMCALiFKwbGalBcuP6wLU9FFbVOh+PRDhVW6sTpGlvJCcA7mVlxZpfJe4eKnQ4FHuJwUaX9EGk+TD4wva9+8ZXhCvRjBi7grktNzGvE8h1UFUJ6Z2+BbnluqypqGrTw9lG6e2KqvF2bEoX33nuvbf01VX1f+MIXWpOBP/jBDzRgwAD7dV5enp5//vlPvY6wsDBt2LDBVh2mpqYqKSlJs2fP/sQmZQDw5KrCb13RV7VmK+IGqgo7UstcMrPQAIB3ann8M6cQ7cEsx7pp4WadKK/R4zcO0Xe+0N++rgNwTzMG9FBUSIBey8y3nSjwXi9uydWCFzPVNcBXLy8Yr6sG93Q6JJfQpoGCzz777AUv/93vfndRNxYfH6+XXnrpon4HADzFrEE91b9HmF7cmqd7p/axb1DQ/tYdKFKgn4/G9452OhQADomL6Gqfb987WGSXxvl4cfsQLs+bH5zUt1/dJX+fLvr9XaM1ndm3gEeMqDAz6J7feERZeWUanRLldEjoZOa9wf+8vV/PvpdjxxUtnjeGkUXt1XoMAGg780H1gRl9VV3XqOc3UlXYESprG2zlx4Q+0Xb+KwDvriosrqzTnhNnnA4FbshUGT333mF94487FNnVX6/cO4EkIeBh7cfGskzaj71NTX2jvvmnnTZJOCq5m5bfn0GS8J+QKASATjR7SJz6dA/R0s15Ol1d73Q4HmdTdrHqG5v5MAdAU2k/xiVqbGrWf72xR4/9fb/SeoTq9W9M1OD4CKfDAtCOBvQM19CECP3tgxOqqm1wOhx0krKqOt3x/DZbLX714J76wz3j6PK6ABKFANCJfM9XFZrKt0Wbjjgdjke2HRvMJwQwOjlKoYF+WkuiEBehuq5B976YqRe25GlC72gtuy9D8ZFdnQ4LQAe4eVSCquoa9fcP/7GkFZ7raEm1bvrtZm3PLdM9k1L1m9tG0oH0KUgUAkAnu3ZoL6VEB2vxpiM6U0NVYXu2ia0/UGjnjCRH0z4AeDszg2pi32jtOlau8uo6p8OBGyiqqNWtz23VO/sK7fyypV8dq4iu/k6HBaCDXDcs3r5WLMui/djTmY31Ny7cpCPFVfqvawfp0WsGMb/4M5AoBIBO5ufro69P76szNQ16YXOu0+F4jEOFlTpxukZT06gmBHDOtP6xamqW3jtU7HQocHGHiyrth8jd+af1zRl99eSXh9kEAgDPFRHsr6vSe+r9I6XKLa5yOhx0kNV7C/SV57bYjq7fzh2luyemOh2Sy+PVDwAcYCoVErp11e83HrEvWrh8a/efay+k7RhAi5bnA+YU4rOYJMGNz2zWifIa/c9NQ/TQrP7q0oVKE8Cblpq8RlWhR3phS64dJxES4KeXvzZeX0jv6XRIboFEIQA4wN9UFU7rq/Lqer20Nc/pcDxmPmGQv4/G9452OhQALiIuoqv69wjTeweL1GRKC4F/8tfdJzT399vU0NikRfPG6CtjkpwOCUAnyugTY+eQmkShWWQEz2Be83/65l794C977EiiFV/P0Iikbk6H5TZIFAKAQ24aFa9eEUH63Xs5OlvX6HQ4bs1UZWbmldrB8wwlBvBx0wZ0V3FlnT46cdrpUOBic21/u/6wvvnyTkUG++vV+yYwugLw0kWDN42M16kzNdpw6NxSPLi3mvpG+9z+uw1HNCq5m1bcn8H88otEohAAHBLo56v7pvVRSVWd/rCNqsLLsSm7WPWNzXYeGQB83LS02E9sRQdM9eD3//KRfvbWfqX1CNXr35io9F4RTocFwCFfGpVoz1lq4v7KqupslfibH57U7CE99Yd7xqlbSIDTYbkdEoUA4KAvj05UbFignn0vxx79wqVpSQAwnxDAPxud0k2hgX7MKYRVXdege1/M0ktbjyqjT7SW3Zdh2w4BeK+k6GDblbJ6T4HKq+ucDgeXKK+kSjct3KzMvDItmNJbT986kk6jS0SiEAAcZF687p3aR0UVtXpl+zGnw3Hb9jGTAEiNCaGtAMAFZ8JO7ButXcfK+QDo5QoranTLc1u1Zn+hbhwZryV3j1VEV3+nwwLgIktN6hqb9JddJ5wOBZdg59Eyu5Qqt6RKP7ouXf8xe6B8fFhKdalIFAKAw24bm6SY0AA7K6m2garCi3WwoFInT9dQTQjgU5mxBGZG/XuHip0OBQ7JLqywHyI/yD+tb13RT/938zAF+PFRCMA5Vw+Os9Xnr2Zy4N7drNpzSrf+bquq6hr027mjdFdGitMhuT1eHQHAYV0DfPW1yb1tsstsXMPFaWknZD4hgE/TciBh3X7aj73RtpwSmyQ0r7M/v2moHpyZpi5dqDQB8Mn349cOi9OeE2e0h+VXbmPJpiO696UshQT46U8LJmhWek+nQ/IIJAoBwAXMHZ+sbsH+embtYdU3NjkdjtvNJwzy99G41CinQwHgouIiumpAzzCtP1ikJlNaCK/xxu4TuuP599XY1KxF88boy2POLS0AgH928+jzS00yOXDv6sxr+U/f3Ksf/nWvUqND9PrXJ2p4YqTTYXkMEoUA4AJCAv10z+TeOl5+Vq/vOO50OG6joqZemXmldgA1w4oBfJap/bvbLfMfUSniNfNrF647rG+9vFPdQvz16n0TNDWNERUAPt2IxEj1jQ3Vn3cdZxyQCzMLIB94eYd+t+GIxqR00/L7M+xCGrQfEoUA4CLunJCs8CA//WZdthqoKmyTTdklqm9spu0YwOealhb7iS3p8FzmNfTRP3+k/3l7v60kNZUm6b0inA4LgIszIwluHpWg8up6rdnHqApXVFpVp9t/v01///CUvjg0Ti/OH6duIQFOh+VxSBQCgIsIC/LXVyelKq+k2rZK4fOtP3juTdx0EoUAPsfolG52UH3LXFN4pqraBi14MUt/2HbUbrs2lYS9Irs6HRYAN3HDyHj5+nRhqYkLyiup0k0LNysrr0z3TumtX98ygo6iDkKiEABcyN0ZqfaD7NNrs+08JXx2W5mpDOodE0K7AYDP5e/ro0l9Y7TzWLnKquqcDgcdoLCiRl95bove3V+om0YmaPG8sQoP8nc6LABuJDYsSNP7d9d7B4t06nSN0+HgvJ1Hy3TDM5ttsvC/r0/X92YPlI8PS6k6ColCAHAhEcH+mpeRopyiKr354Umnw3FpBwsq7QZLM3cMANq6/bi5WXrvEO3Hnia7sEI3/GazPjp+Rv/vin564uahCvDjow6AS1tqYo7XL9/BUhNXsHLPKd36u62qrmvQs3eM1p0TUpwOyePx6gkALsa0HwcH+Orpdw+xnfMztLQPMp8QQFu1HFhYz5xCj7I1p0Q3PrNZBWdq9PMvDdW3Z6bZWWMAcClmDIhVTGiAlmUesx0scM7iTUd030tZtuPqlQUTNHNQD6dD8gokCgHAxUSFBOiOCcm2Ys4cQcOFrT1QqCB/H41LjXI6FABuIi6iq11usf5gEQdiPMRfdh3Xnc+/b6t/Ft89Rl8eneh0SAA8YFTFnOHxyi2pVmZemdPheCXzGv3jv+3Vj/66V6kxIXYp1bDESKfD8hptShR+61vfUkpKij0yt2vXrtbL//73v2vkyJEaPny4Bg8erKVLl7Z+b/ny5ZoyZYpmzJih3bt328tOnjypO++8U7GxsYqLi9OoUaO0ePHijrhfAODWvja5t02C/erdbI5kXkBFTb0yc8uU0SeGIcYALrqqsKSqTh+dOO10KLgM5rXxmXXZ+n9/2mUPsC27b4Im92MUBYD2az82Xt3OUpPOVlPfqK//YYee33hEY1K6acX9GUqMYh65yyUKv/SlL2njxo1KTk7+xIvz3LlztWTJEps8/Nvf/qZ7771XFRUV9vsmAbhmzRotXLhQixYtUmVlpSZPnqyYmBhlZ2fbpOHKlSvV1NTUcfcOANxUTGigbh+XrH0nz+idfWzo/GebskvU0NRs540BwMVo2ZK+dj/tx+6qobFJ//H6R/r52wdshejr38jQwLhwp8MC4EH69wzTsIQIOzPcbFNH5yitqtNtv9uqt/ec0jVD4/Ti/HGKDA5wOiyv06ZEoakMTEhI+JfLTYVheXm5/feZM2cUHR2twMBA+7VJIo4ZM8aemypCU20YERGhJ598UuHh517ITdJw/vz57XuPAMBD3Dultx3E/ut3D1FV+E/WHzw/nzCN+YQALs6o5G4KC/TTuvPPI3Av5dV1+toLmXr5/aN2i/Wr902wLeUA0BFVhdV1jSwY7CS5xVW68ZlN2nG0XPdO7a1f3TKCziGH+F3qL5ok4SuvvKIbb7xRISEhKisr04oVKxQQcC7be8stt9hTi9/85jeaNGlS+0QNAF4gNjxIt45J1NIteVp3sKi1CsbbmaTpugNF6h0ToqRo2hAAXPzsqYl9Y7Ry7ymVVdWpWwiVCq7+nH+osFLv7i/U2v2Fdl5YY1OzvjQqQY/fOMT+/wSAjnDtsF52Tp5ZasL8046VlVdmDwKZg0E/njNYd4z/Rzcr3ChR2NDQoJ/85Cc2OWgqDrdv367rrrtOH374oa0UbA+m+tCcWpj2ZQDwJvdO7aM/vn9Uv1pzSNPSurPFUdKBggqdPF2juyemOB0KADdlxhaYtqb3DhXp+uHxToeDf3K2rlFbcorPJweLdLz8rL3czO41r4Wzh8TpxpHxvCYC6FARXf111eCe+suuE8opqlTv7qFOh+SR3v7opJ0369Oli35352hdMZDNxm6bKDRzCU+cOGGThIZpMzbtyTt37tTMmTP/5ecvZXHJgw8+aE8tLtT+DACerFdkV9v28MdtR+1cvkn92udAjDsz1YQGFZYALmehibH+AIlCV3GstNpuszfJwS2HS1TbcG6OeWJUV901IVnTB8RqfO9o2tAAdCpTSWgSha9l5evhqwY4HY7HMQtLfvLmXkWHBGjRvDEamsBmY7dOFCYmJtqFJPv27dPAgQPtgpLDhw+rf//+F/x5M6fw//7v//Twww/rv/7rv2y7svl905JsKhMBABd2/9Q+duPar949RKLQJgoL1dXfV2NTo5wOBYCbMjPtzBKM9QeL1NTULB8fKtM6W31jk7bnltp24rUHipRdeK5zyO//t3cf4FWUWQPHTxqhJARIoSQhBFJA6VWqoYhdQaqCVBV1ERV11V232QvrKiKKCogVAUWkWGlSFCUQinRCS4CQ0JIAIYTM95wXbz67lOTO3Hv/v+dByE0kL7zM3Jkzp/j7mfN7l/pRkpIcJfUiK5E5CMA2beuGS3SVCvLhqgy5r3uyBPB+USq0hYQGCCcv22nO828Obc1kY08LFOo047lz58r+/fvl8ssvl9DQUBMYfO2116Rv377i7+9vphePGzdOateu/Zu/h/4/S5YskQcffFDi4+OlfPnyZvjJnXfeWdp/JgDwKvqmqSVW01ZmyLfpB01Gha/KKzglK3celk5JkWSVALggGoR6dfF2WZd5VJrEksHgDgfyCkxWuAYHl27NkbwfJ4lGhgZL35YxJjio/SNDywfZvVQAMPRBkvZEfXH+VtOugoqWC1dw6rTcMzXNtADRB0Ov3dyCycYO42d50ChNLT3OyMiwexkAYMsUsC7/XSRt64XLu7dcIr7qs/X75fZ3UuXR6y+WQW3pUQjg/OmDl/6vfSv3dkuSu7sl2r0cr6TZmmsyjpiMQQ0OalBWaYJg09gq5oZbg4MX1axMVicAR7dG6PjsQrmqUQ0ZP6CF3cvxaAfzT8otb62U1buPmGExY/o0luBAHv47Lb523qXHAAD3qRNRSXo0jZaPVmdK6q5D0iKums+WHauUJJ7mArgwLeKqSmhwoCzacoBAYSk6euKUfL0l2/Qb1B6QB48Vmtcrlw80N4Vd6kdKp8RICQ8JtnupAHDW1T3t6oXLlxuy5NCxQqlWiey387Ej55gMmfyd7Dp4XO5IqScPdE/mIZFDESgEAA9xZ+cEmZmWKWPnb5Mpw1qLr9EEeC1ZqxtZSWqH08MEwIUJCvA3Za6fb9jPjd8Fnpu3ZOX/OKH4gKTuPmx6TyntA9m3VazJGmwWW0UCA/ztXi4AnPdQk+XbD8qstEwZ2j7e7uV4HE10uGXKSvMw6fEeDWXgJXF2Lwl/gEAhAHiIhKgQuaZxLZm9Zq+s2XPE53pqbc7Kk/25BTKMizMApaRz/UjTI2nJVqYfn4vjhUWyfNtBkzWoD3Ayj5wwr+ugKS0n1r9X/blWlQp2LxUASsXlF9cwWejaM5xA4bn5dN0+ueeDNPH385PXB7WUrg2q270k/AkChQDgQUZ2TjCBwpcWbJU3BrcSX6I3oyolOdLupQDwEpf+2MZAzy8ECv/Y7oPHZcGmLNNv8Jv0g1JYVGxejwuvKEPa1TFZg9qUnkFTALxRhXIBcm3TWvLeit2yPvOoNIwOs3tJHmHi0h1munF4pWCZNKSlNI7xrUQHT0WgEAA8SHKNULmyYQ35dP1+n7tI0f6Emq2iN6IAUBpqhJU35bHaU08Hb9Ar6f9pIHDlzkNnSoo3H5Dt2cfM60EBftImPtw8tNHgYHxEJfHT6SQA4APlxxoonL5yj09dg58PbUHx2JwN8ubynaYqavKQVqbXIzwDgUIA8DAjuySYQOG4Bdvk1Zt9Y/JaXsEpWbnzsHRKiiRbBUCpSkmOklcXbzcTeX2tpcMvHcgtMNmVGhxcui1H8k8WmderVw6W/q1izd9Vh8QICQnmFgKA72kSEyaJUSHycdpeefiqBlyT/o4Thafl7qmr5YsNWdImvpq8dnNLCasYZPeycA54lwcAD3NxrTDp1qC66au1eX+eyTL0dsu25UhRsSWdKTsGUMo0M04DhRog87VAoWZ8rMk4YoaQaNbg+sxc87omCOrwEc0Y7Fw/Si6qWZmsQQA+T8+DmlX4xLyN8tXGLNM7HD+Xk3/SDC1J23NErmtSS57r01iCAwmoehoChQDggUZ1TTAXKNqrcNxNzcV3+hOe6ScGAKWlRVxV06BeA2V3d0sUb3f0+ClZvDXbBAcXb8k2E59VlYpBcn3TWmYIiWZvMwUaAH6tR7NoefqzTWaoCYHCn0vPzpchk7+X3YeOy50p9eT+7sm09PBQBAoBwANpI2DNgpmrU8QO5JveH97KsiwTKKwbWYneJgBKXVCAvymn1SxtDZp5W4BMz6Gb9ueZQKgGB1N3HZZi68znGtSsLDe2jjXBwaaxVSQwwN/u5QKAo0WGBptsa31gv/fICaa7/yh11yGTSXj0xCl5omdDGdAmzu4l4QIQKAQAD3VXl0QTQHt54Tb5X7+m4q02Z+XJ/twCGdY+3u6lAPBS+uBFe78u2eod04+PFxbJsm0HTXBw0aYDsvdogXm9YrkA6dqg+pmS4uQoM8wFAHButPz4yw1Z8tGqDBnZxfsz0f/MPE1c+CBNAv39ZOLgVqZlBTwbgUIA8OByuQ4JETIrLVPu7poodSIqiTdauMlVdkx/QgBl49KkMzc1+vDFUwOFuw4eM0NI9MeK9ENSeLrYvK5TifVBS+f6kWZqPL2iAODC6DVpREg5mZ6aIX/pnOCzPVw1Y33i0h2mZ2NESLCZbMw0aO9AoBAAPNhdXRLMZErNKnyuTxPxRos2H5AKQQHmBhcAyoJm1tWvEWp69hUXWx7RU6mwqFi+33nIBAa1pDg955h5vVyAv7SpW81kDGpWhwYKAQCl27LihuYx8trX6fLdjkPSpm64+BodhvXYnA3y5vKdpgXSm0NbSUxVWgR5CwKFAODB9MKkTXw1mbk6U0Z1TfS6Hn55BadMP61LkyKlfBBZMADKjgbVXlm0XdZmHjX9+pwoK7egZELx0q05cqzwtHm9RuXyJb0G2ydESKVgLvEBoCz1aXEmUKhDTXwtUHii8LSMmrralF9fUreaTBjYUsIqBtm9LJQiriIAwMNpgHDAGytk/KLt8tQNjcSbLNuWI0XFFmXHAMpcSlKkCRRqFrNTAoWasZG250hJcPCHvbnmdU14bF67qgluanCwQc1Qny19AwA7JFYPNe8V2p/vP9dfLCE+8oAmJ/+kDJ+yUtbsOSLXN60lz/ZuTEsLL+Qb/5oBwIu1qxdu+hXOSN1jSpG9afqa9gtTKck0RQZQtprHVZXQ4EBz3rmnW5Jt6zhyvNCUQGtwUH8+fPyUeb1qxSDp0bSWCQ52SoyUql42nRkAPHGoyd9mrpO5a/dKv1a1xdttz86XoZO/l92HjsvIzglyX/ckHlJ5KQKFAODh9A1aA4RDJn8vry7eLo9e31C8pUGy3rDXjazkdSXVAJzZc6pDYoR89sN+OXSsUKq5KRCn57qN+/JMxqAGB1ftPizF1pnPXVyrsgxoE2eCg5q5EuABvRMBwFdc06SmPDrnB5m+MsPrA4XaE/fWt1ZKXkGRqWC6sbV3/3l9HYFCAPAC2sOvSUyYTP1+j5m+Vr1yefF0m/bnyf7cAhneId7upQDwEdrm4NP1++XrLdnSo1nZTT8+drLItFY4ExzMNuc6ValcgFx2UXXpUj/KZFJ7w7kcALxV5fJBcmXDmqZXuGbb1YsMEW80d+0+uXdamgT6+8kbg1ualhfwbgQKAcBrsgoT5Za3VsqExenyz2svEu8pO6Y/IQD3cLU50D6FpR0o3JFzrKTX4Ir0Q1J4uti8rlnT+kBEg4Mt61Sl1xMAeNhQEw0UalbhQ1fWF2+iGe9vLNkhT8zbKJGhwTJ5SCtpGB1m97LgBgQKAcBLdG0QJRfVrCzvfbdL7kipZ97QPZneqFcICpDW8dXsXgoAH6EZfA1qVpavt+ZIcbEl/hdQ6nuy6LR8t+OQyRjU4KAGClW5QH+5pF64dE6ONFkZdSIqleKfAADgTpfUDZeYqhXko1UZcn/3JAkM8BdvoMO0Hp39g0z5ZpckRoXI5KGtJKYqrYB8BYFCAPCirMJRXRPk9ndWyRtL0uXhqxqIp8otOCWpuw6bkmqyawC4k2Yx6/TjtZlHz3n68f6jBSW9Bpduy5HjhafN6zXDystNbWpLl+QoaZcQLhXLcQkOAN5AHyj1aREr//tqi3y9NVu61K8unu54YZGMej9NvtqYJW3rhsurN7eQsApBdi8LbsRVCgB4ke4X1ZDk6qHy9re7ZMSl9dzWjL+0LduaI0XFFmXHANwuJelMoFCzmv8sUKgZF2l7DsuCTQdkwaZs2bgv17yuQ0da1K4qKfUjTUmxnpeZDAkA3qlXi2h5Yf4WmfZ9hscHCrPzTsotU76XNRlHpWezaHmmV2OTCQ/fclY7PmrUKKlTp465wElLSzOvHTx4UJo2bVryIykpSQIDA+XQoUPm8x9++KF06tRJunTpImvWrDGv7du3TwYNGiRRUVFSs2ZNadGihUyePLks/3wA4HNPNUd2STBZLBOXpovn9yekWTIA92oeV1VCgwNl4Y/noV86fKxQPl6dKXdPXS0tHv9Ser3yjby8cLtk5RbIDc2iZeyNzWTVI5fJtNvbyp0pCVK/RmWChADgxbQkt329CJm/KUsO5p8UT6UDWW54ZZkJEo7snCDP921CkNBHnVVGYe/eveWvf/2rdOjQoeS18PDwkqChGjNmjCxevFiqVTvTS0oDgPPnz5f09HQZP368PPHEE9KxY0e57rrrZNu2bVK5cmXJycmRWbNmlcWfCwB81lWNapryhynLd8ltHetJWMUgj2ucvHhLttSLrCSx1eiFAsC9ggL8pWNShJl+rDd8mpm9YV/uj4NIsmX17sNSbJ352obRlWXQJXHSuX6UNI6pYjIJAQC+p0/LGNNy4uO0vWZAlaf5fuchufWtlZJXUCRP39BI+reubfeS4PRAoWYG/pmJEyfKU089VfLxwIEDpVWrVhIUFCSvvvqqTJkyRcLCwuT5558v+ZqIiAgZPnz4+a4dAPAb9Eb1ri4Jcu8Ha2TSsh1y72VJ4kk27c+T/bkFHnmRBcA7pCRFybx1+2Xke6slPSdfsnLPZIiEBAfK5RfXMENItDVCVOXydi8VAOAA+t4QWj5Qpq/cI8Pan6nG9BRz1u6V0dPWSJC/n0wc3JKKHpROj8Lly5fL4cOH5Zprril5rX///uaHy8svv/yzjMSzoUHFnwYW8/PzS2O5AOD1rm1cS174aqtMXrZDhneMl8rlgzyw7Jj+hADsoeefoAA/+Sb9oMluvq5jLRMcbFmnGmVYAIBfKR8UINc3rSXvfLtb1mfmSqOYMPGEKp7Xvk6Xpz7dJFGhwWay8cW1nL9ulL1SCRRqNqH2HtQehaVp9OjR5odLTExMqf7+AOCtAgP85S+dE+SvM9bKW8t3ysguieIpdGJohaAAaR1/ppUFALibZgrOuaujORfVDqcFAgDgz+n0Yw0UTlu5x/GBwqLTxfKf2RvMAMSk6iEyeWhria5Swe5lwSEu+JGoZvlNmzZNhg0b9odfp4NLli1bdqHfDgBwlnRSWUzVCvLG0h2Sf7JIPEFuwSlJ3XVY2ieES3BggN3LAeDDkmuEEiQEAJy1xjFhZsr9rLRMKTh1WpzqeGGR3P5OqgkStq0bLtNvb0eQEKUbKPzggw+kSZMmUr9+/T/8Os041InIOhTl2LFjJVOQH3nkkQtdAgDgdxry68TNI8dPyTvf7hJPsGxrjpwutuRSeqMAAADAg2hfQh1qkltQJF9syBInys47Kf1f+1a+2nhAbmgWLVOGtZawCp7ToggOChSOGDHClP1mZGTI5ZdfLgkJCT8rOz6bgSShoaGyZMkS2bt3r8THx0vt2rXlqquukri4uAv7EwAAflevFtFSM6y8vP51upwodO6TzV/1J0yiPyEAAAA8S49m0RLo72eGmjjNtgP50nP8MlmbcVRGdUmQ//ZtQt9d/Kazaio4YcKEPxxkcraio6PlnXfeOeuvBwBcGC3fvSOlnvxz1g/y7opdckvHuuLkhsqLthwwgwNiq1HuBwAAAM8SERIsXRtEmYzCzCMnHFPSuyL9oNz2dqppR/Rsr8bSt1Ws3UuCgxE+BgAv17dlrJlkNuHrdEf3S9m4L0+yck9KCmXHAAAA8OChJpYl8mFqhjjBJ2v2ys0TvzMDTCYNaUWQEH+KQCEAeLnyQQEy4tJ6pifJB987rwzCRbMJVWcChQAAAPBQKcmREhkaLDNSM6S42LK1WufVxdtl1PurpWqlIJl2e1u5lPY+OAsECgHAB9zUurZEhJQzFwsni047tj9hxXIB0iq+qt1LAQAAAM5LYIC/GRSy+9BxWbHjkC1r0OzBf8xaL09/uslMYp55Z3u5uFaYLWuB5yFQCAA+oEK5ALm1Y13Zd7TAPN10mtyCU5K667C0qxdu+ioCAAAAnkqnH6vpqe6v5jleWCQj3k6Vd77dLe0TwmX6HW2llkN6JcIzECgEAB8x8JI4qVoxSF5ZtF1OnS4WJ1m2NUdOF1tyKWXHAAAA8HAJUaHSvHYVmbdun+QVnHLb9z2QVyD9Jnwr8zcdkF7NY2TykNZSuXyQ274/vAOBQgDwEZWCA83U44zDJ2Tm6kxxkoWbz/QnTKFvCgAAALxAn5axUnCqWOas3eeW77ftQJ70fHm5rMs8KqO6JsqYPo2lXCAhH5w7/tUAgA8Z1DZOKpcPlJcXbjO9S5xAGy0v3pItCVEhElutot3LAQAAAC7YNY1rSvkgf5m+suzLj1ekH5Qbxi+XrNwCebZXYxl9WZL4+fmV+feFdyJQCAA+JLR8kAzrEC+7Dh6X2Wv3ihNs3JcnWbknySYEAACAV113X9WwpqzafcRk+5WVWWmZcvPE70QHLE8a0kr6toots+8F30CgEAB8zNB28RISHCgvLdhm+gLabdGWH8uO6U8IAAAALys/VtPLYJigVuVo7/G7p6ZJtUrlZNqIttKJB+8oBQQKAcDHhFUMkiHt6kh69jHTYNluizZnS8VyAdIqvqrdSwEAAABKTZv4alK7WkX5MDWzVIcJaguhv3+8Xp75bJPUrxEqM//STi6qVbnUfn/4NgKFAOCDtPxYg3MvLdgqxTZmFR49cUpSdx2WdvUiJDgwwLZ1AAAAAKXN399PereIkZz8k7J4c3ap/J7HThbJrW+tlPdW7JYOCREy7fa2UjOsQqn83oAiUAgAPkjLE25uGydbsvLliw37bVvHsm05pvw5JZkyCQAAAHifXi1iROeKTE+98KEmB/IKpN9r38jCzdnSq3mM6UlYuXxQqawTcCFQCAA+6taOdc0ktrHzt5keJ3ZYtNnVn5BAIQAAALxPdJUKJvNv/sYDJrPwfG3NypOeLy+X9Zm5ck+3RBnTp7GUCySkg9LHvyoA8FERIcEyoE2cbNiXay5c3E2Dk4u3ZEtCVIjEVK3o9u8PAAAAuGuoSVGxJR+vzjyv///b9IPS65XlkpVbIM/1biz3dEsSP01TBMoAgUIA8GEjOtU1TyLHLtjq9qzCjfvyJCv3pKQwnQ0AAABerPtF1aVy+UCZtnLPOV9zz0rLlJsnrhBtK/7m0NYlk5SBskKgEAB8WFTl8nJjq1hZm3HUZPe508Ify447149y6/cFAAAA3Kl8UIBc3zTa9AfX6+6zoQHFlxduk7unpkl4pWCZfntb6ZAYUeZrBQgUAoCPG3FpPQkK8JOx892bVaiT33Tycss6Vd32PQEAAAA79P0xE/BshpoUnS6Wv81cL899vlnq1wiVmX9pJw1qVnbDKgEChQDg82pVqWBKGFbtPiLLtx90y/c8euKUpO4+LO3qRUhwYIBbvicAAABgl4bRlU3Qb1baXik4dfp3v+7YySK59a2V8v53u6VjYoTJJKwZVsGta4VvI1AIAJA7Lq0ngf5+8uL8rW75fsu25cjpYotpxwAAAPAJOnxEH87nFRTJ5z/s/82vOZBbIP1e+0YWbs6WPi1iZNKQVhJaPsjta4VvI1AIAJDYahWlZ7No+W7HITNVrawt+rE/IYFCAAAA+IoeTWuZlj/TV2b86nNbsvKk5/jlsj4zV0ZfliTP9m4sQQGEbOB+/KsDABh/6Zwg/n4iLy0o26xC7YO4aHO2JEaFSEzVimX6vQAAAACnCA8Jlq71q8uy7TmScfh4yevLt+dIr1eWS1ZugYzp00RGdU00GYiAYwOFo0aNkjp16ph/qGlpaSWvnzx5UkaOHCmJiYnSqFEjGThwYMnnxo0bJykpKdK9e3fZs+dMs87NmzdLz549JTw8XKKjo6VDhw7yySeflMWfCwBwjupEVDLT2JZtOyipuw6V2ffZsC9XDuSdJJsQAAAAPqdvqxjR+YEfpmaajz9enSmDJ30nYom8ObS19G4RY/cS4ePOKlDYu3dvWbp0qcTFxf3s9YceesgED7ds2SLr1q2TMWPGlHxOA4CLFi2S++67T2bMmCEZGRkmMNi+fXvz68zMTJk6dark5eWV/p8KAHDeWYX68HLs/G1l9j00m1ClJEeV2fcAAAAAnKhTYqREhQab6cfjFmyVez5Ik4iQYJl+R1vpkBhh9/IACTybL+rUqdOvXjt27JhMnDjRBP1cKbE1atQo+fwVV1whzZo1k4oVK8q7774rL774ovl97r///pKviYmJkQEDBpTOnwQAcMESokLk6kY1Zc7afbJmzxFpElul1L/H4s3ZUrFcgLSsU7XUf28AAADAyQID/OWG5jHy6uLtMuaLLdKgZmWZPKSV1Agrb/fSgAvrUbh9+3apVq2aPPnkk9KyZUvp2LGjzJ8/v+Tzo0ePltWrV8uyZctM2XJqaqrJKDwXzz//vAkmun7k5+ef73IBAGfpri6J5uey6FV49MQpSd19WNrVi5DgwIBS//0BAAAAp+vXKlbKB/lLx8QImTbiEoKE8I5AYVFRkezatUsuuugiWblypYwdO1b69esnWVlZpbY4DTZqxqLrR0hISKn93gCA35ZcI1SuuLiGfLXxgKzPPFqqv/fSrTlyutiSzvXpTwgAAADfFB9RSVb8rZu8Nay1hJYPsns5QOkECmvXri3+/v4lpcNaZhwfH296Ff6WFi1amD6HAADnu6trgvl53ILS7VW4aPMB8zP9CQEAAODLwioEMdkY3hUojIiIkK5du8rnn39uPt6xY4f50aBBg9+dnKzDTbRXYWFhYUn5spYuAwCc5eJaYdKtQZR89sN+2by/dIZOWZYli7dkS2JUiERXqVAqvycAAAAAwM2BwhEjRpgegVr+e/nll0tCwplMk1dffVWee+45adSokfTo0UMmTJgg0dHRv/l7xMbGmozCBQsWSK1atUz24cCBA383sAgA8K5ehRv25cqBvJOSkkzZMQAAAAB47NRjDQD+lrp168rChQvP+ptpUHDWrFlnvzoAgG104vGlSZEyd90+uedAvpmIfCEWbc42P1N2DAAAAABeVnoMAPB+o7omimWJvLxwW6n0J6xULkBa1qlaKmsDAAAAAJQuAoUAgN/VIq6qtE8Il1lpmbIz59h5/z5HT5ySVbuPSLuECAkODCjVNQIAAAAASgeBQgDAHxrVJVGKLzCrcOnWHDldbNGfEAAAAAAcjEAhAOAPtakbLq3jq8nM1Zmy59Dx8y47VvQnBAAAAADnIlAIAPhTd3dNlKJiS8Yv2n7O/69lWbJoS7YkRoVIdJUKZbI+AAAAAMCFI1AIAPhT7eqFS/PaVWRG6h7Ze+TEOf2/P+zNley8k9K5PtmEAAAAAOBkBAoBAH/Kz8/PTEA+ddqSCYvPLatw8ZZs83NKEv0JAQAAAMDJCBQCAM7KpUmR0jgmTN7/fo8cyC04p/6ElcoFSMs61cp0fQAAAACAC0OgEABw9lmFXRKlsKhYJnydflb/z9ETp2TV7iPSLiFCygXylgMAAAAATsZdGwDgrHVtECUX1aws767YJTn5J//065duzZHTxZakJFN2DAAAAABOR6AQAHCOvQoTpOBUsby+5M+zChduPmB+TklmkAkAAAAAOB2BQgDAOel+UQ1Jrh4qb3+zSw4dK/zdrysutswgk6TqIRJdpYJb1wgAAAAAOHcECgEA58Tf309GdkmQ44WnZdLSHb/7dRv25Up23kmyCQEAAADAQxAoBACcs6sa1ZS6kZXkzeU75ejxU7/5NZpNqFKS6E8IAAAAAJ6AQCEA4JwF+PvJXV0SJP9kkUxe/ttZhYs2H5BK5QKkZZ1qbl8fAAAAAODcESgEAJyXaxvXkrjwiqb8OK/g51mFmmWYuuuwtE+IkHKBvNUAAAAAgCfg7g0AcF4CA/zlL50TJLegSN76ZtfPPrdkW7YUW0w7BgAAAABPQqAQAHDeejaLlpiqFeSNJely7GRRyeuLNv/YnzCZ/oQAAAAA4CkIFAIAzltQgL/cmZIgh4+fkne+PZNVWFxsmUEmSdVDpFaVCnYvEQAAAABwlggUAgAuSK8W0VIzrLy8viRdThSelg37ciU77yRlxwAAAADgjYHCUaNGSZ06dcTPz0/S0tJKXtfXkpOTpWnTpubHBx98UPK5cePGSUpKinTv3l327NljXtu8ebP07NlTwsPDJTo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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:18:06.384292Z",
     "start_time": "2025-01-06T02:18:06.251417Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#7.6 设置显示中文\n",
    "x = range(0,120)\n",
    "y = [random.randint(10,30) for i in range(120)]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "plt.plot(x,y)\n",
    "from matplotlib import font_manager\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\STSONG.TTF',size=18)\n",
    "plt.xlabel('时间',rotation=45,fontproperties = my_font)\n",
    "plt.ylabel(\"次数\",fontproperties = my_font)\n",
    "# 设置标题\n",
    "plt.title('每分钟跳动次数',color='red',fontproperties = my_font)\n",
    "plt.show()"
   ],
   "id": "7d78442a09499b04",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:17:51.558272Z",
     "start_time": "2025-01-06T02:17:51.357633Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#7.7 一图多线\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "# 假设大家在 30 岁的时候， 根据自己的实际情况， 统计出来你和你同事各自从 11 岁到 30 岁每年交的男/女朋友的数量如列表 y1 和\n",
    "# y2， 请在一个图中绘制出该数据的折线图， 从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "x = range( 11, 31 ) # # 设置图形\n",
    "plt.figure( figsize=(20, 8), dpi=80)\n",
    "plt.plot( x, y1, color='red', label='自己' )\n",
    "plt.plot( x, y2, color='blue', label='同事' )\n",
    "# 设置 x 轴刻度\n",
    "xtick_labels = ['{}岁'.format( i ) for i in x]\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18 )\n",
    "plt.xticks( x, xtick_labels, fontproperties=my_font, rotation=45 )\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid(alpha=0.4)\n",
    "# 添加图例(注意： 只有在这里需要添加 prop 参数是显示中文， 其他的都用 fontproperties) \n",
    "# 设置位置 loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend(prop=my_font, loc='upper right' )\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "e909189b528816ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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pDG0CPi+oUUN6+22pZ0+7HddMvYuOdl0VAAAhE6yVcJEi5jKHaJlwrqRpT5JEadOm1Zo1a9SsWTN98cUXKlq0qEKBYA8AAMDP3ntPGjFCatRIeu45eUqPHtLy5dL770uPPy4NGuS6IgAAECLx8fFatWqV6tev/4+ttK1bt/7XzzFbdG+44YbEfnnZs2dXVFTUPz7mfMMzdu/erXvuuSdxKMerr76qoUOHKhQI9gAAAPxqyRK7Ws/cUZ40yZsr2sxF9Y8/SoMH2757LVq4rggAAITAqVOnVLFixX/tsffnn3+ed5ruvHnzLvi459uKO3ny5L9Mzw0Vgj0AAAA/2rnThlxmm4oZlpEtmzzJDAMx/fZMqNe5s1SmTOT3EAQAABdVvHhxvfDCC//4865duypXrlwX/fz3339fEyZMSPKKvQIFCsgFgj0AAAC/OXXKTsDdvl0yF6wVKsjT8ue3k3IbNJCaNLHbcyN16i8AAPhXp0+f/svvy5Yt+68fV6hQob/8PiEh4V8/rn379qpVq1biZN106dJdcMXeuHHjErf9upDCyVEBAADgTt++0sKF0gMP2MESflCnjvTaa9KGDdIdd5jGO64rAgAAAXTy5Mkkf+zIkSP18ccfa/Hixfrmm2/+EtydZf7MhIPmfWxs7H8ff9OmTf/ovdehQwe98sorcoFgDwAAwE/GjLHTYk0j6SFD5Ct33SV17Ch9+qn09NOuqwEAAAF05MiRJH/s7bffrrVr1yYOyli0aJFuueWWC378hg0b1KNHj8SBGmPHjlWxYsUULtiKCwAA4Bfffy/16iUVLChNnWr76/mJubtuts389JP0zDO2795tt7muCgAABEC6dOmSPIk2R44cGjBgQOJwDTM9t2HDhhf8+GuvvTbxbdSoUVq9enXi9Ntw4bOrOQAAAJ/as0dq2tT+euZMKWdO+VLatPb8q1Qx+2akZcuk0qVdVwUAAC5TqVKlEt+Sw6zYSw4zeCPcsBUXAADA6+LipNatpdhYu2LNhFp+VriwNGWK2bNjw87Dh11XBAAAcEkI9gAAALxuwADp22+lPn2kzp1dVxMezIRc02Pwl1+kTp0YpgEAACISwR4AAICXTZokvfqqVKuWnQqLv04HbtNGmjVLGjzYdTUAAADJRrAHAADgVatXS926SXnzStOnS6lSua4o/IZpjBghlSsnPf649PnnrisCAABIFoI9AAAAL9q/3/aPM/31ZsyQ8uRxXVF4Sp/ertjLnFlq21bauNF1RQAAJEmUuUEF+f15JNgDAADwmjNnpHbtpE2bpKFDpZo1XVcU3ooXt1uWDx60YejRo64rAgAgSYGQeTt9+rTrUnAJzPN29jm8HAR7AAAAXvPEE9J//mO34fbs6bqayHDjjdJzz0lr1kjdu0sJCa4rAgDggkwglCFDBh00N6YQcczzZp6/yw32YgJWEQAAANybOVMaNEiqVk166y3bRw5J88gj0ooV0uTJUpUqUr9+risCAOCCsmfPri1btiT+OnPmzEqZMmXir+Pj43XGrOD3ifgIOl+zUs+EegcOHFChQoUu+/EI9gAAALxi7VqpUycpVy7bVy9NGtcVRRYTgo4ZI61bJz30kHT11VKDBq6rAgDgvNKmTZsYDu3bt0+bN29Wwv+vOI+Li1NMjH8in7gIOt+zKy3N82aev8sVGWcNAACACzPbcJo0kU6ckD79VCpQwHVFkSljRjtMw6x4bNVK+v57qXBh11UBAHBeJhwqUKBAYqh39m3btm3Knz+//GJbhJzv2Z56gRx8QrAHAAAQ6eLjpQ4dpN9+k954Q6pb13VFka10aWncOOn226VmzaSFC82rJtdVAQBwQecGRuZ9dHS0/CLKZ+d7LoZnAAAARLpnn5U+/li64w7pnntcV+MNt90mPfmk9MMP0p13MkwDAACEJYI9AACASPbJJ9LAgbYf3PDhDMsIpKeekho3lsaOld5+23U1AAAA/0CwBwAAEKl+/VVq396MxLPTcNOlc12Rt6RIYbfkliwpPfCAtGCB64oAAAD+gmAPAAAgEh0+LDVtKh05Ik2eLBUp4roib8qSxQ7TSJ1aatHCdOd2XREAAMB/EewBAABEGtPvrUsXae1aafBg6brrXFfkbVdeKY0eLe3eLTVvLp086boiAACARAR7AAAAkebFF6UZM6RWraT+/V1X4w9mtd6AAdLSpQwoAQAAYYNgDwAAIJL85z/So49KV10ljRzJsIxQev55qVEj6f337RsAAIBjBHsAAACR4vffpbZtpcyZbd+3DBlcV+Qv0dHSxIm2n+Hdd0vffee6IgAA4HMEewAAAJHg2DGpWTPpwAFpwgSpRAnXFfmTmUBsQlUT8pl+ezt3uq4IAAD4GMEeAABAJAzL6NFDWr1aeuYZ6eabXVfkbxUrSiNGSNu3Sy1bSqdOua4IAAD4FMEeAABAuHv9dbsFtEkT218P7rVrJ91/v7RwodSvn+tqAACATxHsAQAAhLNvv5UefFC64gppzBgpBZdvYWPIEKl+femtt6SxY11XAwAAfIgrQwAAgHC1ZYvUqpWULp3t65Ypk+uKcK6UKaUpU6QCBaRevaTvv3ddEQAA8BmCPQAAgHB04oQdzrB3r10NZlbsIfzkyiXNnGn7IJrhJnv2uK4IAAD4CMEeAABAuDEhUe/e0ooV0uOP2956CF9Vq0rvvGNXWLZpI8XFua4IAAD4BMEeAABAuDEh0ejRdvrtwIGuq0FSdOki9ekjffON9PDDrqsBAAA+QbAHAAAQTsyU1fvuk4oXl8aPl6KjXVeEpHrtNalWLemVV6TJk11XAwAAfCDJwV6RIkVUunRpVaxYMfFtimkUDAAAgMDZvl1q2VJKlUqaPVvKmtV1RUgO87xNmyblzSt17Sr9+KPrigAAgMfFJOeDTZhnQj0AAAAE2KlTUocO0s6ddtLqVVe5rgiXwoR606dL9etLTZtKy5e7rggAAHgYW3EBAADCQFbTS2/JEunBB6VWrVyXg8txzTXSm29Kv/8utW8vnTnjuiIAAOBRyQr2OnbsqHLlyqlbt27as2dP8KoCAADwk5EjlcH007vuOumFF1xXg0Do1Uvq1k36/HNlNj33AAAAXG7FnT9/vgoVKqTTp0/r8ccfV6dOnfTZZ5/95WNeffXVxLezDh06pNjYWHnV/v375Sd+Ol/O1bv8dL6cq3f56Xz9cK6pVq1Srj59dDpvXu15+WXF79ghP/DDc6sBA5RrxQpleust7S1XTsdvukle54vn1afny7l6l5/Ol3P1rv0+O99LCvZMqGekTJlS999/v0qVKvWPj+nbt2/i21kFChRQwYIF5WVePz8/ny/n6l1+Ol/O1bv8dL6ePtddu6TevaUUKbR/5Ejlr1BBfuLp5/asjz/WmUqVlKNfP6l2balsWXmdL55Xn54v5+pdfjpfztW7CvrsfJO1Fffo0aM6cODAf38/adIkXX311cGsCwAAwNtOn7a99LZtk95/X6cZluFNBQtq37Bh0vHjdpjGwYOuKwIAAH4L9nbt2qVrr71W5cuXT+yxN2/ePI0dOzb41QEAAHhV//6m14l0773SHXe4rgZBdLJGDcn02fv1V9O0WoqPd10SAADw01bcYsWKaeXKlcGvBgAAwA/MoAwzNbVuXenll11Xg1AwAe6KFfa5f+456cknXVcEAAD8NhUXAAAAl8ncLO3RQ8qfX5o61TQwdl0RQiEqSho+XKpYURo4UPrkE9cVAQAADyDYAwAACJW9e22fNbMVc+ZMKXdu1xUhlNKlk2bNkrJmtduvf/vNdUUAACDCEewBAACEQlyc1KaN9McfkhmmUK2a64rgQpEi0pQp0uHDUpMm9j0AAMAlItgDAAAIhUcflb7+WurVS+rWzXU1cOm666RBg6S1a6WuXaWEBNcVAQCACEWwBwAAEGyml95LL0k1a0pvvOG6GoSDBx+UWraUpk+XhgxxXQ0AAIhQBHsAAADBtGaN1KWLlCePDXFSp3ZdEcJlmMaoUdJVV9nVnF984boiAAAQgQj2AAAAguXPP+2wjFOnbKiXL5/rihBOMmSwwzQyZbL9Fzdtcl0RAACIMAR7AAAAwXDmjNS+vbRxo91+W6uW64oQjkqUkCZMkA4csCHwsWOuKwIAABGEYA8AACAYBg6U5syx23B793ZdDcLZzTdLTz8trV4t9ejBMA0AAJBkBHsAAACBNnu29NxzUpUq0rBhtp8acCGPPSbdfrs0cSIDVgAAQJIR7AEAAATSunVSx45SjhzSjBlSmjSuK0IkSJFCGjtWKl1a6t9fmjvXdUUAACACEOwBAAAEyqFDUpMmtk/a1KlSoUKuK0IkMUM0zGrPdOmkVq2k2FjXFQEAgDBHsAcAABAI8fFSp07S+vXSSy9J117ruiJEoiuusCv39uyRmjWTTpxwXREAAAhjBHsAAACB8MILdrVVu3bS/fe7rgaRzKz6ND33VqyQ+vRhmAYAADgvgj0AAIDL9dln0pNPShUqSO+/z7AMXD4zJfemm6QPPpDefdd1NQAAIEwR7AEAAFyODRvsKr2sWaVZs2x/NOByRUdLEyZIxYtL990nLVrkuiIAABCGCPYAAAAu1ZEjUtOm0uHD0qRJUtGiriuCl5wNi1OmlFq0kLZvd10RAAAIMwR7AAAAl8L0PevWTfrpJ+n556VGjVxXBC8qV85ux92504Z7p065rggAAIQRgj0AAIBL8fLL0tSpNmwZMMB1NfCyVq2k/v2lJUvstlwAAID/R7AHAACQXF99JT38sFS2rDRqFMMyEHyDBkkNG9pBGuZrDgAAgGAPAAAgmTZvllq3ljJmlGbPtu+BYIuJkSZPlgoXlnr3lpYtc10RAAAIAwR7AAAASXXsmB2WsX+/NH68VLKk64rgJzlySDNnSilSSM2bS7t3u64IAAA4RrAHAACQ1GEZvXpJq1ZJAwdKjRu7rgh+VKmS9N570tattvfe6dOuKwIAAA4R7AEAACTF0KF2ld6tt0pPPOG6GvhZhw7SvfdK8+ZJDz7ouhoAAOAQwR4AAMDFmAClb1+pVClp3Di7FRJwPZW5bl3pjTds4AwAAHyJq1IAAIALObvlMW1aadYsKXNm1xUBUsqU0tSpUv78Us+e0sqVrisCAAAOEOwBAACcz4kT/xtSMGaMVLas64qA/8mdW5oxQzpzRmrWTNq3z3VFAAAgxAj2AAAAzjcs4+67pWXLpEcftcEJEG6qV5feflvavFlq00aKi3NdEQAACCGCPQAAgH9jJo+OHCndcIP0zDOuqwHOr3t3O7H5q6+kxx5zXQ0AAAghgj0AAIC/W7JEuuceqVgxaeJEKTradUXAhZkhGjVqSEOG2N57AADAFwj2AAAAzrVjh+2rZ4YTmGEZ2bK5rgi4uNSpbb8903eva1fpp59cVwQAAEKAYA8AAOCsU6ekFi1suGe24ZYv77oiIOny5ZOmT5dOnpSaNpUOHHBdEQAACDKCPQAAgLMeeEBavFjq188OIgAiTe3a0uuvSxs2SO3bS/HxrisCAABBRLAHAABgfPCBNGyY1KCBNHiw62qAS9enj9S5s/TZZ9LAga6rAQAAQUSwBwAAsGKF1Lu3VKiQNHmyFBPjuiLg0kVFSe+8I1WuLD37rPThh64rAgAAQUKwBwAA/G33bqlZM/vrmTOlnDldVwRcvjRp7NdzjhxShw7SunWuKwIAAEFAsAcAAPwrLk5q3VqKjZWGD7crnACvMCtQp06Vjh2zwzQOHXJdEQAACDCCPQAA4F8PPSTNnSvdfbfUqZPraoDAu/ZaacgQu2LPfI0zTAMAAE8h2AMAAP40caL02mt2iuirr7quBgjutOe2baXZs6VBg1xXAwAAAohgDwAA+M+qVVL37lK+fNK0aVLKlK4rAoI7TGPECKl8eemJJ6Q5c1xXBAAAAoRgDwAA+Mu+fXZYhumvN2OGlCeP64qA4EuXTpo1S8qSRWrXTtqwwXVFAAAgAAj2AACAf5w5Y0ONTZukt96SatRwXREQOsWKSZMmSQcP2nD76FHXFQEAgMtEsAcAAPzj8celL76QevSQevZ0XQ0QejfcID3/vLRmjdStm5SQ4LoiAABwGQj2AACAP0yfLg0eLFWvLg0d6roawJ2HH5aaN5emTJFeecV1NQAA4DIQ7AEAAO/7+Wepc2cpd27bVy91atcVAW6HaXzwgVS2rDRggPTVV64rAgAAl4hgDwAAeNuBA1KTJtLJk3YCbv78risC3MuY0Q7TyJBBatNG2rzZdUUAAOASEOwBAADvio+XOnSwE0Bfe02qU8d1RUD4KFVKGj/+f5Oijx93XREAAEgmgj0AAOBdzzwjffKJ1LGjdNddrqsBws+tt0pPPSWtXCndeSfDNAAAiDAEewAAwJs++kh6+mmpUiXp3XdtXzEA//Tkk1LjxtLYsdJbb7muBgAAJAPBHgAA8J716+0W3OzZpZkzpbRpXVcEhK8UKeyW3JIlpb59pfnzXVcEAACSiGAPAAB4y+HDUtOm0pEj0tSpUuHCrisCwl/mzNLs2VKaNFLLltLWra4rAgAASUCwBwAAvDUso1Mn6ZdfpCFDpAYNXFcERI6yZaXRo6Xdu6UWLewkaQAAENYI9gAAgHcMHizNmiW1aWO3FAJInubNpYcflpYule65x3U1AADgIgj2AACAN3z+ufT441K5ctKIEQzLAC7Vc89JjRpJ778vvfee62oAAMAFEOwBAIDIt3Gj1Lat7RNmVuylT++6IiByRUdLkyZJRYtKd98tLVniuiIAAHAeBHsAACCyHT1qh2UcPGjDiOLFXVcERL5s2WxIHhNj++3t3Om6IgAA8C8I9gAAQORKSJC6d5fWrLHbB2+80XVFgHdUqCCNHClt324n5Z465boiAADwNwR7AAAgcr36qjR5sl2x98gjrqsBvMdscX/gAWnhQgbSAAAQhgj2AABAZPrmG+mhh6QyZaQxYxiWAQTLkCFS/frS22/b/2sAACBsEOwBAIDI88cfUuvWUoYMtg9YxoyuKwK8y/TZmzpVKlhQ6tVL+v571xUBAID/R7AHAAAiy/HjUrNm0t690rhxUunSrisCvC9nTmnmTPtrs/V9zx7XFQEAAII9AAAQccMy7rxT+uEH6cknpdtuc10R4B9VqkjvvivFxtoVs3FxrisCAMD3CPYAAEDkMD2+xo6VbrlFeuop19UA/tO5s9Snj/Ttt9KAAa6rAQDA9wj2AABAZFiwwE7nLFFCGj9eSsFlDODEa69JtWrZqdSTJrmuBgAAX+OKGAAAhL9t26QWLaTUqaXZs6UsWVxXBPhXqlTS9OlS3rxSt27S6tWuKwIAwLcI9gAAQHg7eVJq3lzavVsaPVq68krXFQHIk0eaMcP22TPDNPbvd10RAAC+lOxg74MPPlBUVJRmm7vlAAAAwXbvvdLSpbafl1m1ByA81KwpDR0qbdoktWsnnTnjuiIAAHwnWcHe5s2b9f7776tGjRrBqwgAAOD/pZ84UXrvPen666Xnn3ddDoC/69nTbsf9z3+kJ55wXQ0AAL4Tk9QPjI+PV/fu3TV06FD169cvuFUBAC7PqVN2exQ85+Tug4resUOKipLnrVunrE8+KRUpYhv0R0e7rgjA35nvRW+9Ja1ZIw0apLTm/6sJ+wAAQHgFe6+++qpq1aqlypUrB7ciAMDlMVuhKlRQrowZ7RRRM2wAnjD7kaVqO7i8ntdk9dVr8oOENGkUNWuWlD2761IAnE+aNLbfXuXKyta3r1S7tlS2rOuqAADwhSQFez/99JNmzJih+fPnXzT8M29nHTp0SLGxsfKq/T5rEuyn8+VcvcsP55vmm2+Uc906mTjvSNeu+nPwYHmdH57XTV9tU4fBV+qE0urBqJdV/IYCapB/rbxuV+3aSm1CPQ9fT/jp69iv5+uXc0399tvK2batTjdurF0ff6yETJnkdX55bg3O1bv8dL6cq3ft99n5JjvYW7BgQWJ/vZIlSyb+fufOnerZs6d27Nih3r17//fj+vbtm/h2VoECBVSwYEF5mdfPz8/ny7l6l+fP16xuiorSyUqVlGHiRGWoX1/q0UNe5+Xn9eCWg+p552kdV1qN6L9Ofd8rpa7L+mrFCqloUXnagdhYTz+3f+enc/Xb+friXAsW1J8//6ysAweqwCOPSGbYXopkz+qLOL54bv8f5+pdfjpfztW7CvrsfM9K0k9aE96ZEM+Ee+bNDM947733/hLqAQDCwPbt0iefSDfdpL2jRtneZHffbSeKIiLFx8WrY/V1Wn+qmF5pslDdXrpCb7yxT3/+KTVtKh075rpCAPifI126SHfcIX38sfTss67LAQDA87x/Cw0A/OSDD2yPvR49FJ81q129ZwYONG8u7drlujpcgudvmK+PdlZX+yKLdO+Meol/1rDhCT39tLR6te1Rn5DgukoAOGeYxvDh0tVXSwMH2ptNAAAgvIK9uXPnqkmTJoGvBgBw6eLjpfffl/LmlW65xf5ZxYr2z7Ztk1q2lE6fdl0lkuHTgcv11Dd1VTHtOr23/GpFpfjfJNzHHpNuu02aMEF6802nZQLAX6VLJ82caYfetG8v/fqr64oAAPAsVuwBgFd8+aX0xx9S165SypT/+3Pzour+++2E3H79XFaIZPjty81q/3QpZY06oJmfp1e6HOn+8vembdXYsVLp0vZpnTvXWakA8E+mFcTkydKRI7ZvwOHDrisCAMCTCPYAwCvMyjyjW7d//t2QIVK9etLQoTYNQlg7svOImt56WoeVQZNf2KSidf+9EXDmzHa3ddq0UqtWvhgcCyCSXHedZCazr10rmd579A0AACDgCPYAwAt27pQ+/FBq1Ojfx6SaFXxTp5px5VKvXtIPP7ioEkmQEJ+gLlXW6OeTJTXopvm6/uHKF/z4MmVsVrtnj9SsmXTiRMhKBYCL69/f3nmYMUN68UXX1QAA4DkEewDgBaNHS3FxdpLC+eTKZXsemRUTZlvU3r2hrBBJ9FLjeZq+raZaFlisBz+pn6TPMU+n6bm3YoXUpw+LYgCE2TANM6X9qqukRx+V/vMf1xUBAOApBHsA4IWhGSNGSLlz22kKF1K1qjRsmLRli9S6tQ0DETa+HPy9HplTR1em/k2jlpf/y7CMizFTcm+80Q5GfvfdoJYJAMmTPr3tG2D6B7RtK/3+u+uKAADwDII9AIh0334rbdwode7816EZ52OGa/TuLX3zjfTII6GoEEmwaX6s2jxaVBl1RLM/SakMeTIk6/Ojo6WJE6VixaT77pMWLw5aqQCQfCVK2DHeBw7YvgHHjrmuCAAATyDYA4BI99579n337kn/nNdfl665Rnr5ZWnKlKCVhqQ5tveYmt5wTH8mZNGEp35VieuKXNLjZM0qzZ5t893mzaXt2wNeKgBcuptvlp55Rlq9WurRg74BAAAEAMEeAEQyMzHBbG9q2NCuhkiqVKmk6dOlvHntCr4ffwxmlbjIsIyeVVdq9YnSevraebplYNXLerxy5Ww7KzNPpWVL6dSpgJUKAJfP9Nlr0sQuMTY3mQAAwGUh2AOASDZmjHT6tF35kFwm1DPhnvl8M31h//5gVIiLeLPFfE3YXEu35Vmqx76oF5DHNO0TzSBKsx33/vsD8pAAEBgpUtifXVdcIT34oG0nAQAALhnBHgBEKrOFyWzDzZHDrn64FGY77htv2Ebm7dtLZ84EukpcwNzXV6nfrFoqnfJ3jV16hVLEBO7H8qBBdiHnO+/YFXwAEDYyZbKrzdOlk1q1sgOdAADAJSHYA4BINW+e9NtvdmhG6tSX/jh33mm3437+ufTUU4GsEBcQu3S7WvXNr7Q6rlkzE5S5UOaAPn5MjDR5slS4sJ2Vsnx5QB8eAC6PWbE3bpy0d68dpnH8uOuKAACISAR7ABCp3n8/+UMz/k1UlPT221LVqtLzz9tVFAiqEwdOqFmDA9qTkFNjH/pZZRoXD8pxzGLOmTPtzjfzunn37qAcBgAuze23S48/Ln3/vdSnD8M0AAC4BAR7ABCJ9u2z/fHq1ZNKl778x0uTRpoxQ8qZU+rYUfrll0BUifMMy+hTbblWHCurx2rNVdMXawT1eJUq2R3bW7faHW+mpSIAhI2BA+203NGjbe8AAACQLAR7ABCJxo6140579gzcYxYsKE2bZrdDmWEaBw8G7rHxX++2X6APfqujG3Ms19Pf1AnJMTt0kO65x+7efuihkBwSAJImOloaP14qXly67z5p4ULXFQEAEFEI9gAgUodmZMtm91cGklkB+Mor0vr1duVefHxgH9/nFg9fo/sm11CxmD80cVlJRaeKDtmxzdNap470+uv2NTQAhI2sWaXZs22/2JYtpe3bXVcEAEDEINgDgEizaJG0bp0N3swW2kC79147Ifejj2zPPQTE9h92qnmfXEqp05o9+aSyFs0S0uOnTGkXZObPbxd6rlwZ0sMDwIVddZUd4b1zp9SihXTypOuKAACICAR7ABBpzGo9o0eP4Dy+GaZhjlGxop2S++mnwTmOj5w6ckot6+/WzvjcGnXvKpVrXspJHblz21aKZ87YxZ6mVSMAhA3TCPTBB6UlS+y2XAAAcFEEewAQSf780y67ql1bKls2eMdJl86OUzXbo8zqvd9+C96xfOD+Gt9p8eHy6l9lrlq/UctpLdWr2yHImzdLbdvakA8AwsYLL0jXXScNHy6NGOG6GgAAwh7BHgBEEtMc7cSJ4K3WO1fRotLkydLhw3aYxpEjwT+mB43qskDv/FxXDbP+oEELaiscdO9ut+N++aX02GOuqwGAc8TE2J89hQtLd90lLV3quiIAAMIawR4ARNrQjCxZbHPxULj+emnQIOnnn6UuXWwNSLJlH/ys3qOrqXD0Vk1eUlgxaWIULt58U6pRQ3rxRbsIFADCRvbs0qxZUooUUvPm0q5drisCACBsEewBQKT47jvpp5+kDh2ktGlDd1zT78gEidOnSy+9FLrjRrjdP+9R8x5ZlULxmjnmsHKUzq5wYoZPmn57pu+eyWzNlxYAhI2rr5bef1/ats323jt92nVFAACEJYI9AIgU5gWOEYptuH8fpmEmFV55pfTII3b/Ji7o9LHTalVrm7aeyaf3en6vSu3LKBzly2fzWjN80uy2PnDAdUUAcI477rBDNObPl/r3d10NAABhiWAPACLBwYO255DZO1muXOiPnyGD3RaVMaPUpo20aVPoa4ggD9VerHkHK+qe8vPUYXh49NU7HzOH5fXXpQ0b7JyU+HjXFQHAOcxK8Xr1bP+AceNcVwMAQNgh2AOASDBhgnT8uJ144ErJkrYOM5m3WTPp2DF3tYSx8b0X6fWV9VQn02q9suQaRYI+faROnaTPPpMGDnRdDQCcI2VKacoUKX9++zPwhx9cVwQAQFgh2AOASBmakSmT7TPk0i23SE8/La1aZV9gMUzjL1ZOWqee716t/Cl2aNqifEqZLqUigdlt/c47UuXK0rPPSh9+6LoiADiHaQY6c6ZdUmxuLO3d67oiAADCBsEeAIS7FSuk1avtPsn06V1XIz32mHTbbXb1ntkahUT7ftuvZh3T64yiNeO9fcp9VU5FEjOPxbxuzpHDzmdZt851RQBwjmrVpGHDpD/+sC0h4uJcVwQAQFgg2AOAcGdW6xkut+GeK0UKaexYqVQpqV8/ae5c+V3ciTi1qbFJm+MK6u0OS1W921WKRIUK2R1vR4/aYRqHDrmuCADO0a2bdOed0tdfS48+6roaAADCAsEeAISzw4elSZOkqlWlihUVNjJnlmbPtsu8zPbg2Fj52WP1Fuqr/ZXV84r56j62riJZgwa2V71ZsWf67jFMA0BYeeMNqWZN+41q6lTX1QAA4BzBHgCEMxPqmeVTPXoo7JQpY1fu7dljex6dOCE/mtZ3iYYsq68aGdbozaXV5QUPPGB3upnsdtAg19UAwDlSpZKmT5fy5JG6dJHWrHFdEQAAThHsAUC4b8PNkMGmLOHI7Nc0PfdMH8C77vLdMI2fZv2mLq+VU+4UuzVjbg6lzpRaXmCGaYwYIZUvLz3xhDRnjuuKAOAc+fLZcO/UKftzyExrBwDApwj2ACBcff+9fWvXTsqYUWHLTMm98UZp1Chp+HD5xYE/Dqpp65Q6qdSaPnSn8lXOKy8xc1pmzZKyZLFfghs3uq4IAM5Rq5bdlmu+OZnhUmfOuK4IAAAnCPYAIFy9/354Dc04n+hoaeJEqVgx6d57pcWL5XXxcfFqX/VXbThdRK+3XKzafcrLi8xTap7agwftohizKxwAwkbv3nY7rllWPHCg62oAAHCCYA8AwtGRIzZRufpqqXJlhb2sWe3yrpQppebNpe3b5WUDG8zXZ3uqqlPxheozObKHZVyMWYz5/PO2jZUZSOmz3dYAwr1vwLBhUpUq0nPP2cagAAD4DMEeAISjKVPsRNxwX613LtOQbeRIaedOqWVL2/vIgz58dKmeXVBfldOt1TvLKisqRZS87uGH7XwU82X5yiuuqwGAc6RJI82cKeXMKXXsaEd6AwDgIwR7ABCuQzPSpbPNzSKJGfLRv7/djnv//fKadZ/9rg6DyihH1F7N/DKT0mZLK78sihk92g5CHjBA+uor1xUBwDkKFpSmTpWOHZOaNJEOHXJdEQAAIUOwBwDhZvVqadkyG5JlyqSIM2iQ1LCh9M47dqCGRxzaekhNmybomNJp6ktbVOiaAvITM7/F7HI7O6R582bXFQHAOerXl156SVq/3q7ci493XREAACFBsAcA4SZShmacT0yMNHmyVKiQbWy+fLm8MCyjU7W1WnequIbctlDX9qskPypVSho3Ttq3z27NPX7cdUUAcA6zUtysdP/wQ+mFF1xXAwBASBDsAUA4MduIxo+3/eqqVVPEypHDDtNIkcImQLt3K5INumm+Zu+ooTaFFuuBWfXkZ7fdJj31lLRypXTnnQzTABBmfQPMzbEKFaQnn5Q++8x1RQAABB3BHgCEk2nTpIMHpR497AuUSFapkjR8uLR1q9SqlXT6tCLRnGeW64mv6qp8mvUasbyCL4ZlXIx5vdy4sTR2rPTWW66rAYBzmP605saSmdZuVu9t2OC6IgAAgopgDwDCbWiGmfB3xx3yBNPn6J57pHnzpIceUqTZ8PUfajewpLJEHdSsOWmVPld61yWFBbMQ02zJLVlS6ttXmj/fdUUAcI6iRaVJk+x0eTNM48gR1xUBABA0BHsAEC5++slOk23dWsqSRZ7xyitSnTrS66/bbcYR4sjOI2p6yykdTMikSc9uVLH6hVyXFFbMl6hZFJM6tdSypV2YCQBho1Ej22fv55+lbt3oGwAA8CyCPQAIF5E+NON8UqaUpk6V8uWz57ZqlcJdQnyCulX7UT+dLKnnG83XDY9VcV1SWLrySmn0aNtCsUUL6eRJ1xUBwDnMSnHzzcn8DHr5ZdfVAAAQFAR7ABAOzHhRs7exbFmpZk15Tp480owZ0pkzUtOmdqxqGHvltnmaGnuNmuX7Tg/P8fewjIsxr5kfflhautTuugaAsGF61Y4aZX+2mm9UX37puiIAAAKOYA8AwoEJvf78065oi/ShGedTo4adtLB5s9S2rQ35wtBXQ37QgE/rqEyqjRq9/EqGZSTBc8/ZXW9m0alpEwkAYSNjRmn2bPu+TRtp0ybXFQEAEFAEewAQDkwaYpqVdeggTzPTfk14aVZNPPaYws3mhVvV5uHCyqAjmv1RCmXMl9F1SREhOtr2qTf96u++W1qyxHVFAHAOM+nH9Hjdv19q1kw6dsx1RQAABAzBHgC4tm6dtGCB3dOYLZs878037eq9F1+Upk1TuDi+/7iaNTqsfQnZNf7x9Sp1Q1HXJUUU86VrhmnExNgv5Z07XVcEAOdo3Fh6+mnb59XcYGKYBgDAIwj2AMA1rw7NOB+zMnH6dCl3bqlLFzsNOAyGZfSq+r1WHi+jp+rN1a3PVnNdUkSqUEEaMULavt1Oyj11ynVFAHCOxx+XbrtNmjDB3mQCAMADCPYAwKUTJ6QxY6TSpaU6deQb+fPb1XpmjKoZpnHggNNy3mo1X+N+r63GuZbpya/qOq0l0rVrJz3wgLRwodS3r+tqAOAcKVJIY8dKpUpJ/fpJ8+a5rggAgMtGsAcALpm9i2ZCrJeHZpyPCTJfe03asEFq316Kj3dSxvyhq/XAjFoqmXKTxi8rpRQx/Gi8XEOGSPXrS2+/bXNrAAgbmTPbYRpp09qlxbGxrisCAOCy8OoFAFxvw02VSurYUb50111Sp07SZ5/Z3kchtnX5DrW8L5/S6IRmTTujzIWzhLwGLzJ99qZMkQoWlHr1kr7/3nVFAHCOMmXsXYc9e6Tmze3qeQAAIhTBHgC48uuv0rff2gl9OXLIl8wqxXfekSpVkp55Rvrww5Ad+uShk2p+7T7tTsipMf3X6MrbS4Ts2H6QK5c0c6b9tdltbV4/A0DYMD97H31UWr7c3mRimAYAIEIR7AGAK2bKgJ+GZpyP2Q5lEiATbnboYKcEh8Dd1ZZq2dGr9HCNuWr+Us2QHNNvqlSxua3Z6da6tRQX57oiADiHuaF0ww3SqFHS8OGuqwEA4JIQ7AGAC2Zc6OjRUokSthmZ3xUubPduHj1ql3cdOhTUw713x3yNWF9XjbKv0HPzfDS0xAEz+LhPH7s4dcAA19UAwDmio6WJE6VixaR775WWLHFdEQAAyUawBwAumC2nZm9ijx7+G5pxPg0a2KkLZsVe585BG6ax5L01untCDRWN2aJJS4srOlV0UI6D/zEzUmrVkl59VZo0yXU1AHCObNnsIKuUKW2/vR07XFcEAECyEOwBgAvvvWdfRJgAC//Tt6/Upo19kTV4cMAffseqXWreO6diFKdZE44rW/GsAT8G/snMh5k2TcqbV+rWTVq92nVFAHCO8uWlkSNtqNeihV1VDwBAhCDYA4BQ27hR+uor6fbb7YQB/I9ZvWh6D5oXWY8/Ls2ZE7CHPnXklFrW3aUd8Xk0os9KVWhVOmCPjYszod6MGbbPntltvX+/64oA4BzmplK/ftLixdIDD7iuBgCAJCPYA4BQM6sCDL8PzTif9OntMI0sWaR27WwQGgB9r1miRYfL64FKc9Xu7VoBeUwkT82a0tCh0qZN9qk9c8Z1RQBwDrNS3LSFGDZM+uAD19UAAJAkBHsAEEqnT9vpe0WLSg0buq4mfBUvbhuaHzxol3eZoRqXYXT3hXp7TT3Vz7JSQxbVDliZSD6TZ5vtuP/5j/TEE66rAYBzxMRIkydLhQpJvXtLy5e7rggAgIsi2AOAUPr4Y2nXLjs0IwXfgi/oxhul556T1qyxSVBCwiU9zIqxa3XnyCoqGL1NUxcXVEyamICXiuTttn7rLalqVWnQILs9FwDCRs6cdtW40ayZtHu364oAALggXlUCQCi9/74UHc3QjKR65BH7wmrKFDtSNZn2/LJXzbpmTvz1zFEHlbNMjiAUieRKk8YGeqbFpPmvsHat64oA4ByVK9shV1u3Sq1b2+agAACEKYI9AAiVzZvt/sPbbrOTBJC05V2jR0tlykgPPSR9/XWSPzXuRJxaXROr2DP59W63FarSsWxQS0XyFCwoTZ0qHT8uNWlid10DQNjo2FG6+25p7lz78wcAgDBFsAcAoRyaYbaTMjQjeTJmlGbNkjJksCsn/vgjSZ82oPZCzT1wtfpcNU+dR9BXLxzVq2cXYv72m9ShgxQf77oiADiH+QZVu7b02mu27ysAAGGIYA8AQsFs4zFDM0xD7uuvd11N5CldWho3Ttq3zw7TMMu8LmDiXYv06vf1VSvjj3ptSc2QlYnku+ce6Y47bPvJZ591XQ0AnCNlSmnaNClfPql7d2nVKtcVAQDwDwR7ABAKn30mbd9uXxiYHntIPrOF+cknpZUrpTvvPO8wjdVT16v7sKuVN8VOTV+YR6kypAp5qUjebuvhw6WKFaWBA6VPPnFdEQCcI08e2xTU3KAzN5bMDSYAAMIIwR4AhIJpwm2m4Hbt6rqSyPbUU1LjxtLYsXa06t/s3/inmrZPqzjFaMY7e5SnfC4nZSJ50qWzu62zZZPat5d+/dV1RQBwjho1pLfftr1y27aVzpxxXREAAMkP9ho1aqTy5curYsWKqlOnjlaaFRMAgIuLjZXmzLGBVP78rquJbCYcNVtyS5aU+vaVFiz471+dOXVGbatv1Ka4Qhra7jvV7FnOaalIniJF7PDjI0fsopjDh11XBADn6NHDvn35pfTYY66rAQAg+cHe1KlT9eOPP2rVqlXq27evOnfunNRPBQB/M731zFQA84IAly9LFru8K3VqqUULaevWxD9+ov4CfbGvirqXnq+e4+q4rhKX4LrrpMGDpbVrpS5dzrvbGgDcGDpUql5devFFafp019UAAJC8YC+LeSH1/w4ePKgo0xQHAHBhZrvOiBFSgQLSjTe6rsY7rrxSGj1a2r07Mdz7euAaDVpSX9XS/6S3llVXVAp+RkWq/v2lVq1sSyvz2hkAwoa5oWS+OeXOLZlFDj//7LoiAAAUk5wP7tixo7799tvEX39mGsEDHvTdd9LRozEqWNB1JfCEzz+3K8pMb7iYZH3LxcWY1XoDBmjtix/p7qV1lStqj2Z8m12pM6V2XRkug7lvOHKkXbX36KMmE0+TODUXAMKCaalhJuU2aCA1aaIM7drZleQ+EFO+vLhABoDwE5WQkPyNLmPGjNGUKVP+Ee69+uqriW9nHTp0SD97+E7W/v37lc10+vYJP5zv6dNmMmN+ZclyWgsW7E5s5+V1fnheXZ5v9u7dlfbLL7Vj8WKdCXF/PT88twf/TFDTGlHadDyvpg9coMpdS8gP/PDcbt4co8aNc0uK16ef7lbhwt5vVu+H59Wv58u5ek+G0aOV1Uxq95HjxYtr7zff2DswHueXr2M/ni/n6l37PX6+NWvW1Nb/b0EUkGDPSJs2beKDZs+e/bwfU6BAgfMe2AtiY2NV0Ed3rfxwvosWSbVr219/9ZXUsKE8zw/Pq7Pz3bZNKlxYuuEG6dNPFWpef25N28Lbb5c++UR6uv8WPflSIfmF15/bs8z9w8aNE1SuXJQWL5bSp5en+eV59eP5cq4etX69dv3yi3Kbrble9+67diK9uVi+5hp5na++jn12vpyrd8V6/HwvlK8laV/YgQMHdOzYMeXLly/x97Nnz04M9LychsKfTJh31nvv+SPYQxB98IHtsdezp+tKPOmZZ2yo16GD1Pke768e8KObb5b69Tukl1/OnDh7ZsIEXywUARApSpfWqXTp/LE9NWNGG+yZC2QfBHsAEEmSFOyZYRktW7bU8ePHlSJFCuXMmVOffPIJAzTgyWAvQwbTl/+EZs1Koz17pJw5XVeFiF1OZoZm5M0r3XKL62o85+OPpaeflq6+Who+XNq713VFCJa77z6k337LrEmTpKpVpQcecF0RAPjQVVfpZOXKSj11qvT6677pKwgAkSBJHcQKFy6sZcuWac2aNVq9erW++uorVaxYMfjVASF0+LAdnFG/vlkBdCSx396YMa6rQsT68kvpjz+krl0ZmhFgv/6qxGEKphPEzJmmNYTrihBMptepWSRSurT04IPS/8/wAgCE2BEzKOT4cbt8GgAQNnwwGgBImvnzpbg46brrTEu048qRQ3r/fenSulDC98xWFbOquVs315V4LoBv0kQ6ckSaPFkqUsR1RQiFTJlMGxDJ7Hhr1UrassV1RQDgP8fNDgTzDdlc43CBDABhg2AP+H9ff23fm2AvdWqpc2e7MsgEfkCy7NwpffSR1KiRVLSo62o8w7yGMP8vf/lFGjzY/l+Ff1xxhV25Z7ZdN2tmF40AAEInwdxdMUvmf/xRWr7cdTkAgP9HsAec018vTx6pbFn7++7d7XtzUxJIltGj7fJP0+0fAWPCPLP11qzY6t/fdTVwwazWfPxx6fvvpT59WDACACF3diAYF8gAEDYI9oD/X2C1Zo2dgnt2Jozp51SvnjR9urRvn+sKEVFDM8we7ty5pdtuc12NZ/znP9JjjyX27taoUUxG9bOBA6WbbrL5+TvvuK4GAHymQgWpWjUlTjQ6dMh1NQAAgj3A+uYb+/7vW/vMTclTp+z2LyDJX0y//y516SKlTOm6Gk8w/5xt20qZM0uzZknp07uuCC5FR9u+7cWLS/fdJy1c6LoiAPAZsyPh2DFp4kTXlQAACPaA/23DNcyKvXOZPk7ZsjFEA8lgvljO3cuNy3L0qNS0qXTggH39UKKE64oQDrJmtcM0UqWSWraUtm93XREA+EibNlKGDP+75gEAOEWwB98zgZ0J9szW24IF//p3adJIHTvaZv2LFrmqEBFj9267pMwkxGY5ES77/6ZZFGB6dD/zjN1+CZxltmV/8IFtpdCihXTypOuKAMAnTKjXvr30ww+26SkAwCmCPfjehg1SbOw/V+uddXb+AT2CcVFjxkinT/+vsTQuy2uv2RY+ZmDCo4+6rgbhyAxSefBBackSuy0XABAiXCADQNgg2IPvnd2G+/f+emeZKbm1aknTpkl//hnS0hBpy8vMlpScOW0Shcvy7bfSQw9JV1xh89IU/LTCebzwgr0xM3y4NGKE62oAwCcqV5YqVbJ9Mo4ccV0NAPgaL5XgeybYM6FB/frn/xizAOvECWn8+FBWhogyb570229Sp0628Rcu2ZYtdiVWunR2Z3OmTK4rQjiLiZEmT5YKF5buuktautR1RQDgE+YC2YR65pswAMAZgj342pkzdohplSq2Gfv5mObsWbLY3QYM0cC/OrsV5ezWFFyS48ft0Jq9e6Vx4+yKPeBicuSwIbC5SdO8ubRrl+uKAMAHzMh6cxeO7bgA4BTBHnxt5Uo7bfN823DPSptW6tBB+ukn6bvvQlUdIoZJoWbMsMs+S5VyXU3EMqF57962D/fjj0u33+66IkSSq6+2ry23bbMrPk27SwBAEJkl9SbcW75cWrXKdTUA4FsEe/C1s/31zjc441xnF2KZNmrAX5ilZadOsVrvMg0bZvvp3XyzNHCg62oQicwNmHvvlebPl/r3d10NAPjA2YFhXCADgDMEe5Dfg700aaRrrrn4x5YrJ9WoYduIHDwYiuoQMcvMzDKhbNnsHlJckoULpfvvl4oXt70so6NdV4RI9fLLUt260ptv2swdABBEVatKFSrYH95Hj7quBgB8iWAPvu7lZcKEOnVsuJfUm5Lm8yZMCHZ1iBjmi2jdOjs0I6lfSPgLs3WyRQspdWpp9uwL97sELiZlSmnqVCl/fvs9+4cfXFcEAB4WFWV3LBw6ZL/5AgBCjmAPvrVokXTy5MX7653L9G0y7UQYooH/YmjGZTH/B02oZ4YdjBolXXWV64rgBblzSzNnSvHx/xvGAgAIkvbtbUNqtuMCgBMEe5Df++slJ9hLn95eu6xeLa1YEbTSECn275emTZNq15bKlHFdTUS67z47kOahh2xwDgRKtWq2b+Mff0ht2khxca4rAgCPypJFat1aWrJEWrPGdTUA4DsEe/Ctr7+2bdEqVry0HsFnF2rBx0w/GbPk7OwXBZJlxAhp+HAbrj//vOtq4EXdukm9etnv948+6roaAPAwpswBgDMEe/DtQqvvv5caNJBSJPN/gQkCTZ/gSZOkw4eDVSHC3tmhGeYutdlLimRZulS66y6pcGE7kCYmxnVF8Ko33pBq1pReeon2TwAQNOYb7ZVX2qlFpiE1ACBkCPbgS99+a3OZ5GzD/ftNSTP4y4R78Cmzf/Tnn6UOHWxfGSSZ6afXvLkN1WfNkrJnd10RvMwMZZk+XcqTR+rShV1iABC0IRpmB8OBA/abLgAgZAj24EuX0l/vXKZfU4YMbMf1NYZmXJLTp6WWLe0kXLNb5+qrXVcEP8iXz77OPHVKatpU+vNP1xUBgAfdcYeUJg0XyAAQYgR78G2wV6SIVKzYpX1+xoxSu3Z2O+8PPwS6OoQ9czd6yhS77aRcOdfVRJT+/aUFC+zQDHP9D4RKrVp2W+7GjXYI0pkzrisCAI8xzatNe5KFC6W1a11XAwC+QbAH3zETEjdskBo2tLsGLhU9gn1swgTbP4bVesli2u68+aZUr57tdwaEWu/eUufO0pw50sCBrqsBAA86O1DMTMgCAIQEwR58x0xHvJxtuGdVrmy3EZqM58iRgJSGSBqakSmT1KqV62oihlnZaq718+e3ix1TpnRdEfzI3Mx55x2pShXpueek2bNdVwQAHlO7tnTFFdKYMdKJE66rAQBfINiDb/vrmYm4gegRbCbjmqACPrF8ufTjj3Yfafr0rquJCHv32r5m8fHSzJlS7tyuK4KfmfZPM2ZIOXJIHTtK69a5rggAPMRcIJsdDfv32x/6AICgI9iDr5hgwQR7FSpIuXJd/uOZPnvp0tEj2FfOPtlnt5rgguLi7LCZLVukYcOkatVcVwRIhQpJU6dKx45JTZpIhw65rggAPMTcNUmVin41ABAiBHvwlZ9+kvbsufxtuGeZ3ZgmtFi2TFq9OjCPiTBmXv1PnixVrWrTYVzUo4/a7e933il16+a6GuB/rr3W9npcv96+BjU3fgAAAWCWRDdvLs2dK/36q+tqAMDzCPbgK4Hqr3euswu3uCnpA5MmSUePslovicwWdROcmOHBZhopEG7uv9+uvP7wQ+mFF1xXAwAewgUyAIQMwR58xWzDNU3769QJ3GOarYXly0vjx9ttXfD4NtwMGewyTVzQmjVS165SnjzS9Ol2Rw4Qjq2gzGtOswD3ySelzz5zXREAeES9elLJktLo0dLJk66rAQBPI9iDb5w6Jc2bZ1cPBXLmwdkewQcPStOmBe5xEWa+/96OdjXLe0y4h/P680/bt8z8nzOhXr58risCzs/0STX93bNksf+9N2xwXREAeMDZC2QzQcssiwYABA3BHnxj6VK7izKQ23DPMgNSzaRFhmh42NmtJGzDvaAzZ6T27aXff7fbb2vVcl0RcHHFitn2mWbKuZngfOSI64oAwAM6dbJbZbhABoCgItiDr7bhGsEI9sxKj9atpcWL7YAOeIx5lT9hglSpklS5sutqwtpTT0lz5khduki9e7uuBki6Ro2k55+338PNoJeEBNcVAUCEy5XLLuE3Ta43bnRdDQB4FsEefMNcU2TMaAeaBoPZbWDQI9iDzFIeE+6dfZLxr2bPtsFIlSrSsGF2Fw4QSQYMkFq0kKZOlV5+2XU1AOABZ3c6jBjhuhIA8CyCPfjCoUPSd99J9etLMTHBOcY110hly0rjxknHjwfnGHDEpLWmEZdpwIV/9csvUseOUs6ctl+Z2ZoORBoTRo8aZb+XP/yw9OWXrisCgAjXoIHtd2C+uZrmuwCAgCPYgy/Mn297fwVjG+65LwjNTUkzOGDGjOAdByG2apW0bJnUtq2UKZPrasI2ODd9ycxUaLPSqWBB1xUBl86s7DarT817MwB70ybXFQFABEuRQureXdq9W/r4Y9fVAIAnEezBF4LZX+9cHTpIqVPTI9hTGJpxQfHxdqXe+vXSSy/ZVbFApCtZUho/Xtq/X2rWzIbWAIBLZBrvmi0z9KsBgKAg2INvgr28eaUyZYJ7nGzZbH+mBQukdeuCeyyEgHk1b17dly8fvOaMEc701PvwQ7tL+f77XVcDBE7jxtLAgXbRbq9eDNMAgEuWJ490223SF1+wDBoAgoBgD563c6f08892tV4omvmfXdjFTUkPMPtKzT5T86QyCeIfPvvMTsGtUMF+vfNPBK954gnp1lttvj90qOtqACCCmWspc4dk5EjXlQCA5xDswRfTcI2GDUNzvDp1pNKlpTFjpJMnQ3NMBInZU502rdS+vetKws6GDXaVXtas0qxZdrYI4MXWUGYgUqlSUt++0rx5risCgAh1/fVS4cJ2iEZcnOtqAMBTCPbgm/56oQr2zKqlHj2kffts4IEI9dNP0pIlUqtWUpYsrqsJK0eOSE2aSIcPS5MmSUWLuq4ICJ7Mme33cpPxt2wpxca6rggAIniIxo4d0qefuq4GADyFYA+eZlb8m2DviiukAgVCd9xOnaRUqRiiEdEYmnHe/1Ndu9rt7S+8IDVq5LoiIPjKlrWrsPfskZo3l06ccF0RAEToEI3oaC6QASDACPbgab/+Km3dGvxpuH+XI4edpPjtt7YGRJjjx6WxY6Urr5Rq1nRdTVgxk2+nTbNDYh56yHU1QOiY7+mPPiotXy7dfTfDNAAg2fLnl265RZozR9qyxXU1AOAZBHvwxTbcUAd7htmOa4wYEfpj4zJNny4dOMDQjL/58kvpkUfs6iXTIod/GvjNM89IN9xge7+z4AQALmOIhrmQAAAEBMEePD84w7T0qFcv9MeuX18qUUIaPVo6dSr0x8dlbsNNnVq64w7XlYSNTZukNm2kjBml2bPte8BvzA6yiROlYsWke+6xbTgBAMlw4422P465Q8IQDQAICII9eNaZM9I330hVq7qZfWACRbNqz/Rk+vDD0B8fl+iXX6QFC2yX/GzZXFcTFo4ds9sQ9++Xxo+XSpZ0XRHgjvm2YIZppExp++2ZPvAAgGTcITFDNEyvnM8/d10NAHgCwR486/vvpYMH3WzDPatzZ/vijy1bEYShGX9hdsuYf4pVq6Snn5YaN3ZdEeBe+fJ2sYkJ9Uy/SVZlA0AymClc5g44F8gAEBAEe/Asl/31zsqVS7r9dlvL77+7qwNJZEZdmqEZZoxy7dquqwkLb74pTZgg3Xab9PjjrqsBwofZmt6vn7R4sfTAA66rAYAIUrCgdNNN0qefStu2ua4GACIewR48y4RpadO6H2p6duEXQzQigNlft2+f3UPNZAjNm2eDi1KlbN5pbq4D+J/Bg6UGDaRhw6QPPnBdDQBEEHOBHB/PEA0ACABepsGzPcEWLZLq1LEzEFxq2FAqWtRet5w+7bYWXITZEpIqldSxo/wuNta2GTThuBmWkTmz64qA8BMTI02eLBUqJPXuLa1Y4boiAIgQN98s5ctn73ybxtgAgEtGsAdPMqGe6XnkchvuWWaVk+kRvGuX9PHHrqvBef36qzR3rp0SkSOH/L4j2QwFMINfxoyRypRxXREQvnLmlGbOtL823z5273ZdEQBEyJ0R02tvyxbpyy9dVwMAEY1gD54UDv31ztWlix0CdnYuA8LQ2b3SPh+aYYZl3HWXtHy59OijNqgAcGGVK0vDh9uVrq1bS3FxrisCgAjQrZttfcIQDQC4LAR78Gywlz27VKGCwkLevHb4wH/+I23e7Loa/MPJk7ZBVokSUv368jMTTpht4zfcID3zjOtqgMjRqZN099124e9DD7muBgAiQJEiUqNG0kcf2THjAIBLQrAHzzGzD1autL3twqnZv5nHYFZDjRzpuhL8w4cfSnv32tV6Ph6aYaZ73nuvVKyYNHGiXWUKIOlefdUO1H7tNft/CABwEebay/TYYwIRAFyyMIo9gMD49lsboJlgL5yYG5KmwbpZDcU2rTBj9kinTGmX3PiUuVFu+uqZfwYzHDhbNtcVAZHH/P+ZNs32gze9VVetcl0RAIS5W2+Vcue2LVHMlFwAQLIR7MFzwq2/3llm9ZN5obd9u/TZZ66rwX9t3Gi/aJo0kXLlkh+ZQTMtWkg7d9oVpeXLu64IiFx58kgzZtgbOE2b2lXkAIAL3BExQzQ2bZK+/tp1NQAQkQj24Dkmoyla1G4nDDfmusVsD6ZHcBhhaIYeeMBuw+3XT2rTxnU1QOSrUUN6+23bU7VdO7vLDABwgSEaBhfIAHBJCPbgKeZmn1mAFW6r9c7Kn1+65RZpzhw7PRGOnT5te7qYJLhBA/mROf1hw+zpDx7suhrAO0xfVfP2xRfS44+7rgYAwljx4vbiffZsadcu19UAQMQh2IOnnF3BH67B3tmFYaaFiOm1B8c+/theQJpX3+E0aSVEli+Xeve2vR8nT5ZiYlxXBHjL0KFS9eo2NJ8+3XU1AKDwvkA2PQzGjHFdCQBEHP+9koUvgr1rr1XYuvFGqUABuwOU7VmOmS0fJs3q0kV+s3u31KyZ/fXMmVLOnK4rArwndWrbb8/0he/cWfr5Z9cVAUCYuv12ezFiBpqZKXgAgCQj2INnmFVwJtirWDG8QwqTI5lee1u3Sp9/7roaHzPNr8weOTONzXS799kO5Fat7NegyTYrV3ZdEeBdpgWDmZR78qSd0XPggOuKACAMpUpl74Bs2CDNneu6GgCIKAR78Iw1a6Q9e8J7G+65PYKjouxNSThixr+aO8I+HJrx0EPSvHnS3XdLHTu6rgbwvjp1pNdes69XO3SwN6IAAH/Tvbt9zxANAEgWgj14ahquEQnBnulpdtNN0iefSNu2ua7Gh0wPFxPsFS4sXX+9/GTiROn116XataVXX3VdDeAfd91lg3Tzff+ZZ1xXAwBhqFQp20/H9Agxd+sBAElCsAdPBXtmFb8JLCKBWShmeuyZqaQIsU8/lXbssHeGo6PlF6tW2VPOl89uDUyZ0nVFgH+YVdrvvitVqiQ9/bT00UeuKwKAMGQGmp06JY0d67oSAIgYBHvwBPPzf/586ZprpPTpFRFuuUXKm9cO0WBbVoiZPdBmCq6Phmbs2yc1bWoXK5pm/j5rKwiEhbRp7UKUHDnsltz1611XBABhxlysZM/OEA0ASAaCPXjCd99Jx45JDRsqYpwdovHHH9KXX7quxj+izd7nOXOkxo1tV3sfMCtD27a180LefluqUcN1RYB/mQ4AU6ZIR47Y16+HD7uuCADCSJo0UqdO9s7HggWuqwGAiECwB0+IpP56/zZEgx7BoZPevKI2SyR9NDTjscdseGx2t5g3AG41aCANGSL98ot9/cqqbQA4B0M0ACDwwd6JEyfUpEkTlSpVShUqVND111+vDWa0GxBGwV6mTFKVKoooRYva2Q2m19LOna6r8YEzZ2ywV6CAdOON8oPp06UXX5SqV5eGDnVdDYCz+vaV2rSRZs2SBg92XQ0AhJEyZew4cXMRs3+/62oAwDsr9nr27Kn169dr9erVuv3229X97J0UwLGDB6Vly+wQLbO9NdKYhWOm79no0a4r8YHPP1eMGZphlkr6YGjG+vUx6txZyp3b9tVLndp1RQDOMqu1TY/VcuWkxx9P/PYEADj3AvnkSWncONeVAIA3gr00adLo5ptvVpS5CpXpz1RDm02zJiAMzJtne4hF2jbcs267zQYvpkcw27GC7L33lGCGZpjmhh534IDZdpsj8ZrYTMD1STtBIKKYYU9mxV7mzGf7YHr/hgMAJEnz5lLWrHY7LkM0AOCCLml90xtvvJG4ag8IB19/bd9H0uCMc6VMqcRVVWa75DffRG5AGe62LNyiuz/qrl2ZBilF60Lyul27TEiQMnH7rdnNAiA8FS8uTZok3XyzWaCSQytWRM50d1ycufHYv7+ZhJwhsd8pgGSMETfjw998U1q8WKpVy3VFAOCdYO+FF15I7K/39dk05Ryvvvpq4ttZhw4dUmxsrLxqv896PoTr+c6Zk0e5c0cpffodCtSXW6jP9ZZbYvTii3n1+uvHVLr0vpAeO1yf10A6ceCkWl9/Sit1q3KnOKKozXHyg86d9+u2204G7P9FOPPD17Ffz9cP53rlldKDD2bUkCFZ1K7dUQ0duj9xq67X+eG5HTIks956K5OkrMqZc69uuum4vM4Pz6tfzzfU55ry1luV5803dfT117W/UGhvyvrpefXb+XKu3rXfZ+d7ycHeyy+/rJkzZ+qrr75SunTp/vH3ffv2TXw7q0CBAipYsKC8zOvnF+7nu3279NtvUseOUqFCBSP2XM2hzIrDL75Ip9Sp0ylXrpAdOiyf10BKiE9Q52sXaeWJ2nqy7lx1H1/c0+d7rtjYk745V8NP5+q38/XDuZoBGmvWHNNHH6VX3brp1a+ffMHLz+3MmdJbb0mVKklbtpxRv345VLu2VLasPM/Lz6vfzzek52qOdc01Sv/JJ0pvtuSarbkh5Kfn1W/ny7l6V0GfnW+yh2eYlXiTJk3Sl19+qSxZsgS3KiCJzi4c9cL2VdMj+PRpacwY15V4y9ttFmjsxtpqnGuZnvq6rutyAOBfmRV6r7yyP3EY5EMP2dYMiFxr10qdOinxRt2HH0rDhu3T8eNS06Z26BeAJOrRQzpxQpowwXUlABDZwd7WrVvVr18/HThwQNdee60qVqyo6tWrB7864CK++iqy++udy7StzJHDDtGgR3BgLHhrtR6YVlMlU27SuGWllSImyfcyACDkMmRISBymkSGD1KqV9McfrivCpTDBXZMmNosww4sKFDCD507qlVekX3+1uwwYlgUkkflmaCYMMUQDAM4rSa9yzZbahIQEbdy4UatWrUp8W7p0aVI+FQga87PdrNgzqxvy5VPES53aDtEwW4vNpF9cnm0rdqjFffmUWic1a9oZZSmc2XVJAHBRpUtL48ZJ+/ZJzZopcZUXIocJ7Ey/f/Oz3AR5dc9ZKH7vvdIdd0gffSQ995zLKoEIYto/mf84a9ZIy5a5rgYAwhLLVxCx1q+Xtm3zxjbcc3cbGOamJC7dyUMn1bz+Pu2Oz6nRfdfoyttLuC4JAJLsttukJ5+UfvhBuvNOFqlEEhPYffyxzSHuueef262HD5cqVpQGDpQ++cRVlUCE4QIZAC6IYA8Rvw3XS8FeqVJSvXrSjBnS3r2uq4lc91RfpqVHr9KAGnPV4pWarssBgGR76impcWNp7Fjp7bddV4OkMEGded6uvtoGeP822dgsPjLbrc0MABP+mZV9AC6iQgWpWjVp8mTp0CHX1QBA2CHYQ0QHe9HRNgjzEjNE49Qp+2IOyfdehwV6f10dNcq+Qs/Pq+O6HAC4JClS2C25JUtKDzwgLVjguiJciOmd1769lD27nYZrArzzKVJEmjJFOnzY9uIz7wEk4QL52DFp4kTXlQBA2CHYQ0SKi5O+/dbevDP9dL3E9FTKlo0hGpfiu5E/6+7x1VUkJlYTlxRTdKpo1yUBwCXLksWu7jI9WFu0sO0nEH5MMGem3R45YhcUmeDuYsxug0GD7PTcrl35eQ9cVOvWUsaMdjks/2EA4C8I9hCRvv/ersT3wjTcv0uTRurUSVq3Tlq40HU1kWPnj7vVvGd2xShOs8YfU/aS2VyXBACX7corpdGjpd27pebNpZMnXVeEc5l8oUsXG9ANHpy89iAPPii1bClNny4NGRLMKgEPMOPC27WTVq2yLwQAAP9FsIeI5MX+eueiR3DynDp6Wi3r7ND2+Dwa0WelKrYu7bokAAgYs1pvwABp6VI7WRXh48UXbV/cVq2k/v2T97mmB9+oUdJVV0mPPip98UWwqgQ8tB3XMNtaAAD/RbCHiA32TP+aGjXkSWXKSLVrS9OmSfv3u64m/PW7ZrEWHqqg+6+ep3Zv13JdDgAE3PPPS40a2Rs+vKYNDyaIe+wxG8yNHPnvwzKSsgjJbLfOlElq00batCkYlQIeUamSVLmy7bNHc0oA+C+CPUSco0elxYulunVt3yEv35Q0W67Gj3ddSXgb03Oh3vqxnupnWakhiwj1AHiTGRZlXsua/m133y19953rivzt999tEGcCORPMmYDuUpUoIU2YIB04YHv1mfkAAC6wreVsQ0sAQCKCPUQc03fOTI316jbcc7demcbpZnUGPYL/3fcTflGv96uoQPR2TVlYQCnTxrguCQCCxkxcNSGSCflMv72dO11X5E8meDODrkwQZwI5E8xdrptvlp55Rlq92uYW/NwHzqNtWyl9epYuA8A5CPYQcb7+2r734uCMc6VNK3XoIP38s7Rkietqws+edfvUrFPGxF/PHHlAua7M6bokAAi6ihWlESOk7dvt4AVzowuhYwI3E7yZAM4EcSaQCxTTZ+/22+3KzDfeCNzjAp5ilsmacG/5cmnlStfVAEBYINhDRPbXy5FDKl9ennd2iAY3Jf8q7kSc2lzzh7acKaB3uixX1U5lXZcEACFjBkPef79dwd6vn+tq/OX1123w1qSJDeICKUUKaexYqXRpO4hj7tzAPj7gGQzRAIC/INhDRNm7196cM6v1zAWw15UrZweETJlit/zAerjOIn3zZyX1vnK+uoyq47ocAAi5IUOk+vWlt96yYRCC79tvpQcflK64QhozJjjXIWYx0uzZdkCYmbQbGxv4YwARr0oVqUIF24jaNN8GAJ/zQTQCL/nmG/ve6/31/n5T8vhx28cH0uR7F+uVFfV0TcYf9fp3Hh2LDAAXkTKlvelToIDUq5f0/feuK/K2LVts0GYCt7NTbIPFBIcmrN2zx/byO3EieMcCIpIZQW0ukM1k3KlTXVcDAM4R7CHituH6LdgzLyTMCwiGaEg/Tv9VXYdWVN4UOzV9fm6lypDKdUkA4EyuXNLMmfZngwmATBCEwDPBmhlWYnYNmMDNBG/BZrb6Pv64tGKF1KcPP/+Bf2jf3jakNhfIAOBzBHuIuMEZxYpJRYrIN8zgrzvukH780fYJ9qv9G/9U07apFacYTR+2R3kr5nZdEgA4V7Wq9M47dkVZmzZSXJzrirzFBGq9e9uAzQRtJnALlYEDpZtukj74QHr33dAdF4gImTNLrVtL330nrVnjuhoAcIpgDxHj99/tm59W6/19iIZfb0qeOXVG7Wps1O9xhfVm2+90Ta9yrksCgLDRpYsNn0y7iocfdl2Nt5jQdPRoO/3WBG2hFB1t23AULy7de6+0aFFojw+EPYZoAEAigj1E1Go9w4/BXsWKdlXGpEnSoUPynSevXaD/7K2irqUWqNd4hmUAwL9Na73mGumVV6TJk11X4w1m6vB999lgzfToN0FbqGXNanv6pUoltWghbd8e+hqAsGUmzF11lTRunHTsmOtqAMAZgj1EVH890yv32mvl25uS5prFhHt+MnPAUr2wuL6qpv9Zby+tqqgUUa5LAoCwY4Kf6dOlvHmlbt1s+wZcOhOgtWxp/13NlFoTsLlSrpzdjrtzpw33Tp1yVwsQlkM0Dhyw3wABwKcI9hAR4uPtir2rr5Zy5JAvmd5JGTL4azvu2o83qtOQssoZtUczvs6qNFnSuC4JAMKWCfXMa9vTp6WmTaX9+11XFJlOnrQBmgnSTKBmFgSFwyCtBx+UliyxqwgB/D/TiDpNGn9dIAPA3xDsISKsXi3t2+fPbbhnmVCvXTvphx+k77+X5x3cclBNm6fQcaXVtNe2qWD1fK5LAoCwZ7bjvvmm7UlrhkaeOeO6oshjgjMToJkgzQRq4eKFF6SGDe0gjZEjXVcDhAmznNYsrzVNKNeudV0NADhBsIeI6q9nLmj9zC89guPj4tWh2nr9erqoXmm6SPXuq+i6JACIGL16SV27Sp9/Lj35pOtqIosJzIYPtzcSTZAWTmJibP/EwoWlPn2kZctcVwSECb9cIAPAeRDsIWL665k+N7Vry9cqV7bbkc2UvCNH5FnPNZqvj3dVU/sii3Tv9LquywGAiGs79fbbduiSCafM8AVcnAnKTGBmgjMToJkgLdyYdiQzZ0opUkjNm0u7d7uuCAgDtWpJZcpIY8dKJ064rgYAQo5gDxHR62b+fPszO10619WEx01JE+p5derhJ08t18Bv66pi2nV6b/nVDMsAgEtgWk7NmCHlzCl17Cj98ovrisLbrl1Ss2Y2MDNBaPbsCluVKtl2Ylu32q3CpqciIL/fzejRwzYWNck3APgMwR7Cnulzc/y4v/vrncv02TMBpxd7BP/25Wbd8UwpZY06oFlfZFC6HCS5AHCpChaUpk2zP0ObNJEOHnRdUXgywZgJyLZtszv5zMr4cNehg3TvvdK8ebYXIOB75g6G2d7jxQtkALgIgj1ExDZcg2DPypRJattWWr5cWrVKnnF4xxE1uTVOh5VBkwdtVpHaBVyXBAARr1496ZVXpF9/ta97zZR5/FX//nZngAnKzIDNSPHyy1LdutIbb0jjx7uuBnDMLLM1+9NN2r1+vetqACCkCPYQEYMzMme2/eVgmd0GXuoRnBCfoK5V12jtyRIadNMCXT+gkuuSAMAzTGBlJuR+9JH03HOuqwkv48bZKcImIDNBWSRJmVKaOlXKn99eF6xc6boiIEyGaIwY4boSAAgpgj2ENbNtyDSzvvZaKTradTXho1o1qXx5e4f+6FFFvCG3zNP0bTXVssASPfhJPdflAIDn2k+Z3WkVK0oDB0qffOK6ovDwww82BzDBmAnITFAWaXLntr0UzUpM0yNw3z7XFQGOlyiXLCmNHm2bdAOATxDsIazNnWsvVtmG+88XaebFyKFDtn9SJPti0Pd69PM6uir1bxq1vBzDMgAgCExvVjMUImtWu930t9/ka3v32iDMXGOYXvsmIItU1avbKcibN0tt2khxca4rAhxfIJv/4LNnu64GAEKGYA9hjf5652e2VaVNG9k9gjfNj1Wbx4opo45o1qeplCFPBtclAYBnFSliJ6ofPmyHaZgJ635kgi8TgP3xhzRsmF0FH+m6d5d69bLXTY895roawKFOnezy20i+QAaAZCLYQ1gzF6gFCkilSrmuJPxkyWKn+JmpwT/9pIhzbO8xNb3hmA4kZNaEp35ViYaFXZcEAJ53/fXSoEHS2rVSly5SQoJ859FHbf9eE4R16ybPMEM0atSQhgyxW4sBX8qZU2raVPrmG2nDBtfVAEBIEOwhbG3bJq1bJzVsaFfW4/w9giNtiIYZltGj6kqtPlFaTzeYr1sGVnVdEgD4xoMPSi1bStOn2xDIT0zg9dJLUs2aNgjzktSpbb89s624a9fIvOkHBARDNAD4DMEewpa5m26wDff8zAuTK6+Uxo6Vjh9XxHij+XxN3FxLt+dZqsf+U9d1OQDgK+Zm2ahR9ueHWb32xRfyhTVr7CrFPHlsqGmCMK/Jl8+em5kbYLZb//mn64oAB8zUvWLFpA8+kE6dcl0NAAQdwR7Cvr+eWbGH878469FDOnDAXshHgm9fW6X+s2updKrfNXZ5GaWI4dsQAIRahgy2t3zGjLbf3KZN8jQTcJndeeY1vvl5aQIwr6pdW3r9dWnjRjsoxQwIAXwlRQp7gbx7t/Txx66rAYCg4xU1wpLp+WOCPbOaIG9e19WEtw4d7KqDSOgRHLt0u1r3y6+0Oq5ZM6VMBTK5LgkAfKtECWnCBHtzyIRex47Jk86csQOnTNBltt/WqiXP69NH6txZ+uwzaeBA19UADpj/ADExkXGBDACXiWAPYemXX6QdO9iGmxTZstleSQsX2n+3cHXiwAk1a3BAexJyauyAtSpzSzHXJQGA791yi/T009Lq1bYtlReHaZhga84cuw23d2/5ZkX/O+9IlStLzz4rffih64qAEDN77m+/3fYa8PqSZAC+R7CHsO6vxzbcpDG7DcJ5iIYZltGn2nKtOFZWj9Waq6aDq7suCQDw/x57TLrtNrt6z2sDJcx24+eek6pUkYYN89cwrjRppJkzpRw57Op+M5AM8OUFMkM0AHgcwR7CktmGGx0t1avnupLIUKeOVLq0NGaMdOKEws677Rfog9/q6Kacy/X0N3VclwMA+Fs7KjOEyfwc6d9fmjtXnmCCrI4dbbBlpsWaoMtvChWyk4DNNmuz3frQIdcVASF0/fVS4cJ2iMbp066rAYCgIdhD2ImLk779VqpeXcpEC7YkMSsQzBaq/fulWbMUVha986PunVxTxWP+0ISlJRWdKtp1SQCAv8mc2f78SJtWatVKio1VRDMBlpkKawItE2yZgMvPA0KHDLFBZ6dODNOAD4domP4+n37quhoACBqCPYSd5culw4fpr5dcZlVCqlTh1SN4+w871eLu3EqlU5o1+aSyFs3iuiQAwHmUKWNX7u3ZIzVrFp4rwJPCBFfmZ+L69dJLL9lgy+8eeEBq29ZuTR40yHU1QAiZ5ppmG1A4XSADQIAR7CEst+EaBHvJY7YamRdiZgvVr7+6rkY6deSUWtTfo53xuTXqvh9Vrnkp1yUBAC7CbNc0PfdWrLCTVSNxmMYLL9hhEe3aSfff77qa8FnZb9qMlS8vPfGEHSYC+EK+fFLjxtLnn0tbtriuBgCCgmAPYTk4I106uxUXyWO244bLEI37qn+nJYfLqX+VuWr9ek3X5QAAkshMyb3xRtuW6t13FVE++0x68kmpQgX7s9BPwzIuxlxbme3WWbLY0HPDBtcVASFyduT3yJGuKwGAoCDYQ1g5elRavNgOzTDbSpE89etLJUpIo0dLJ0+6q2NklwV6d21dNcz6gwYtqO2uEABAspldaxMnSsWKSffdJy1apIhggioTWGXNagMsE2Thr8xzOmmSdPCgXZ155IjrioAQuOEGqWBBG+yZZt4A4DEEewgrCxbYoVVsw700ZmWC6RG8d6/dhuTCsg9+Vp/R1VQ4eqsmLymsmDQxbgoBAFwyE46ZfmwpU0otWkjbtyusmYDKBFWmR68JrooWdV1ReGcczz8v/fST1K1bZG63BpJ9t8J8sW/bxj50AJ5EsIewQn+9y9e5s30h5qJH8K6f9qhZj2xKoXjNHHNYOUpnD30RAICAKFdOGjVK2rnThnunTiksmWDKvGY3QZUJrBo1cl1R+Hv4Yal5czsx+JVXXFcDhEDXrnZKbjj0qwGAACPYQ9gFe7lySVdd5bqSyGX+/Zo0sb0KN24M3XFPHzutVrW3aduZvHqv1/eq1L5M6A4OAAiK1q2l/v2lJUvsttxw9PLLNqAy4eOAAa6riZwV/qaHYtmy9t/s7I1VwLPMVtybb5Y+/VTautV1NQAQUAR7CBu7d0urV0sNGtgbarh0ZjuuYSbghcqDtRZr/sGKuqf8PHV4l756AOAVgwZJDRvaQRpmBV84+fJLu/rMBFSmNoZlJF3GjLYXYYYMUps20ubNrisCQnCBHB8fft/IAOAyEZ8gbHz7rX3PNtzLZ16Amf5C5rolFFunxvdepDdW1VOdTKv1ypJrgn9AAEDIxMRIkydLhQtLvXtLy5YpLGzaZAMpE1CZfoDmPZKnVClpwgRp3z6pWTPp+HHXFQFBZFbs5ctnh2icOeO6GgAIGII9hA366wWOWfFobkqaVZAffxzcY62ctE493q2k/Cl2aNqifEqZLmVwDwgACLkcOaSZM+3PF9Obzfx8cenYMRtE7d8vjR8vlSzptp5I1rix9NRT0sqVUq9eDNOAx+9SmIacW7ZIX3zhuhoACBiCPYQFcxFpttOUKGFXBODydelir1+C2SN476/71bRDBsUrhWa8t0+5r8oZvIMBAJyqVMkOZjLtqVq1slPsXV0zmABq1Spp4EAbTOHyPPmk/XccN0566y3X1QBBZII9s2ffxZQ5AAgSgj2Ehd9/l/74g9V6gZQnj3TrrfaGpNmuFGhxJ+LUtuYm/XGmgN7uuEzVuzHxBAC8rkMH6Z57pHnzpAcfdFPD0KF2lZ75GffEE25q8BqzEvPsyscHHpDmz3ddERAkZgXBDTfYLS07driuBgACgmAPYbUN1/SGQ+D07GlXNphWIoH2WL2F+mp/ZfUsM1/dx9QJ/AEAAGHplVekOnWkN96wYVAomUCxb1/bG86sLmPYVuBkzmx7FaZNK7VsyeBQePwC2fTYM6OhAcADuBxCWPj6a7sq/tprXVfiLddfb29MmiEacXGBe9ypDyzWkGX1VSPDGr35XfXAPTAAIOylTClNmyblz2/7uZrebKEQG2sDJxM8mWmuJohCYJnpwqNH2x6KppfiyZOuKwKCwOw7N1tbTL8aMyUXACIcwR6cMz9PTbBnevdkz+66Gm+JjratRMxOg08/Dcxj/jTrN3V9vbxyp9itGfNyKnWm1IF5YABAxMidW5oxw/4MN0MszFTVYDpxwgZNe/ZIY8bYAArBYf6dH37YTj+++27X1QBBujthmlFv3vy/bUMAEMEI9uCcaX5tptrRXy84una1W5UC0SP4z80H1aR1Kp1Uak0fulP5KuUJRIkAgAhUvbr09tv2tXGbNoFdGX4u01Lirruk5culRx+1QSKC67nnpEaNpBEjmDEAj+re3b4P5pQ5AAgRgj04d/ZGGcFecJitUmbHwZw50pYtl/448XHxuqPar9p4urBeb7lYtfuUD2SZAIAIfW1s2lWZn+WPPRacYwwfbltKmH73zzwTnGPgnyv+J02Siha1q/aWLHFdERBgxYrZnjWmseSuXa6rAYDLQrAH58yLgdSppVq1XFfiXaYHklnxYF4YXaqBDebrsz1V1an4QvWZXDeQ5QEAItibb0o1akhDhkhTpwb2sU2gdO+99jX4xIk2cEJoZMtmexnGxEgtWkg7d7quCAjCBbJZamwaSwJABCPYg1OmZ87ChTbUM82wERw33igVKGCn417KVqnZjyzVswvqq3K6tXpneRVFpYgKRpkAgAhkbs6Zfnum755p//DTT4F5XNMf1vR7M+2wTMBkgiaEVoUK9tph+3Y7uOTUKdcVAQF0++1Szpx2zzlDNABEMII9OGXuxB8/zjbcYDN3280Qja1bpc8/T97nrvvsd3UcXEY5ovZq5leZlTZrmmCVCQCIUPnySdOn2ymqTZtKBw5c3uOZAMmsEjPhngmWytP9wZm2baUHHrA3Yvv2dV0NEECpUtkhGhs2SHPnuq4GAC4ZwR6cor9e6IdoJKdH8KGth9S0aYKOKZ2mvhyrQjXzB7NEAEAEq11bev11+xq5ffvLWwBjgqTFi6V+/exgDrhltlnXr2+HpbBrEZ4cosGUGAARjGAPzoO9LFmkSpVcV+J9hQrZLbmffCJt25a0YRmdqq3VulPFNeS2hbq279WhKBMAEMH69JE6dZI++0waOPDSHuODD6Rhw6QGDaTBgwNdIS515b/pn1iwoHTnndKKFa4rAgKkZEnp2mulmTOlPXtcVwMAl4RgD86YbTrmwtBcuNMMOzTM5EKzgiIpQzQG3TRfs3fUUNvCi/TArHqhKA8AEOGioqR33pEqV5aefVb68MPkff7y5VLv3vZm1OTJNlBCeDCtyEz2YTRrRgYCj10gnz4tjR3ruhIAuCQEe3DGtLIwIVPDhq4r8Y9bbpHy5rU9gs+cOf/HzXlmuZ74qq7Kp1mvESuuZlgGACDJzDAsEwDlyCF16CCtW5e0z9u92wZGhvl8EyQhvFSpIr37rhQbK7VufWkDuYCwYxqDZs9ut+MmJLiuBgCSjWAPztBfL/TMygfTa2/LFunLL//9YzZ8/YfaDSypLFEHNWtOWqXLkS7UZQIAIpxZcTdlinT0qH3NfOjQhT/eBEQmKDJDnoYPtyv+EJ46d7Zbrr/9VhowwHU1QIBGe5seAr/+Ks2f77oaAEg2gj04DfZMrxbT2gKhY6bjmq1S/9Yj+MjOI2p6yykdTMikSc9uVLH6hVyUCADwANNq46WX7Io985r5QsM0HnrIruS/+277sQhvr70m1aolvfqqNGmS62qAAOjRw75PzpQ5AAgTBHtwwmzhWL/ertYzIRNCp2hRqVEj6aOPpB07/vfnCfEJ6lbtR/10sqSebzRfNzxWxWWZAAAPMNNtzVTb2bOlQYP+/WMmTrRBkZmqa4IihL9UqaTp0217D3PDcPVq1xUBl+mKK6S6de0X9r59rqsBgGQh2IMTX39t37MN112PYNNjb/To//3ZK7fN09TYa9Q8/xI9PIdhGQCAy2du3pm+ruXLS088Ic2Z89e/X7VK6t5dypdPmjZNSpnSVaVIrjx5pBkz7DZqs916/37XFQEBWLV38qQ0bpzrSgAg8MHevffeqyJFiigqKkqrzBUYEKBgz2zTQejdequUO7fdbWC2Rn015AcN+LSOyqbeoA+WXcWwDABAwKRPL82aJWXJIrVrJ23YYP/8zz9TJAZCJhgyAZEJihBZataUhg6VNm2S2ra98GAuIOw1by5lzcoQDQDeDPZatGihhQsXqnDhwsGvCJ5nfk6a/npXXcVFvCtmRUSXLvZCfOo7J9Xm4cLKoCOa9WG0MubL6Lo8AIDHFCtmt9wePPi/YRp3351dmzdLb70l1ajhukJczi4Asx33iy/sqkwgokd6d+wo/fKLUq1Y4boaAEiymKR8UF3TbwB/cebUGa2duVkF7yvoupSIs3attHOn7bkTlk6dUrRpPufx5n/db4nW4MF59dCLJRJ//9Hjy1TqhmquywIAeNSNN0rPPy89+qh05ZVmAm6axJ1vJhhC5DKXSyacXbPG9lHMnTtd4sInv9ixI9rrl4z+Otdbe0tvTNexdz/R6YI15Re7du5V1M4kRQMRj3P1ruMxxyWfxjP+eZYDrPuVizV5QxUtyvGLKrUv47qciGJW64Vtf709e6RrrlG+s/uEPKy4pIb6Ul/rOj1Vb65ufba+65IAAB738MOSWQgzc6Z09dUnNXRoatclIQDSpLHbqStXlu6/P7vuv18+kk/+4YdzLS1pq/Sl7Jtv5JV/cK5e9Vab1So1qZT8KKDB3quvvpr4dtahQ4cUa8afelCrngma+FAKNeuUQR/n/0lZimeW1+0PUFfkjz/OoZiYNCpWbJtiY8Oof0VcnHK2b680GzZof+PGSmma0Hnc4APzNOfgMXV8r4Jn/68G6+s4EnCu3uWn8+Vcvef556N01VXpVa/edu3enUl+4JfndsKElBo3LoVSpkwrvzhx4oTSmGTTB/xyrin271OKX9YpOjpafnHmTJyio/2x5odz9a7cVyT45jXt3wX0We7bt2/i21kFChRQwYLeXAtZ8MGCGrL0c90/40Y90GyPPt+eVzFpvP+f5nKfz9OnpaVLperVpTJlCiis9OsnLVki3XWXjg4Y4Nmv3XNVMd8AY2N9ca7n8tP5cq7e5afz5Vy95+mnpdjYI745X8MP52pOsXRpc12RS34RG3tABQvmlB/451wzKjY22hf/Z88yYYhfzpdz9a5Yn51vsodn4N81e+1K9bxivr7+s5IerbvQdTkRYfly6ciRMNyGazp6m9WmtWrZ9wAAAAAAAF4I9nr16pW4+m7r1q264YYbVKKEbbYP6c2l1VUjwxq9tLy+pt6/2HU5YS8s++utXi117y7lyydNny6lSuW6IgAAAAAAgItK0t7R4cOHJ+XDfCl1ptSaMS+nKlXdrS5vVFCZOr+qXHN/NmxMarCXIYPdihsWTM+bpk0T++slhnp58riuCAAAAAAAIEnYihsA+Srl0fShO3VKqdS0TWr9uemA65LCktmCa1rY1asnpUwZFt1EpbZtpU2bpKFDpZr+GWkPAAAAAAAiH8FegNTuU16vt1ysjXGF1b76bzpz6ozrksLO/Pl2YVzDhgoPTzwhffGF3Ybbs6fragAAAAAAAJKFYC+A+kyuq07FF2rOnqoa2HCB63LCztdfh1F/vRkzpEGDpGrVpLfekqKiXFcEAAAAAACQLAR7ARSVIkrvLKusyunW6rmF9TX7kaWuSwq7/nq5cklXXeW4kJ9/ljp1ssWYgC91ascFAQAAAAAAJB/BXoClzZZWM7/KrBxRe9VxcBmt++x31yWFhV27pB9/tKv1nC6OO3DADss4eVKaNk0qUMBhMQAAAAAAAJeOYC8ICtXMr6kvx+qY0qlJU+nQ1kPyu2++CYNtuPHxUocO0m+/Sa+8ItWt67AYAAAAAACAy0OwFyTX9r1aQ25bqPWniqlj1V8UHxcvv2/DNZwOznj2WemTT2y4d889DgsBAAAAAAC4fAR7QfTArHpqU2ixPtxZXS/cOF9+lZBgg72SJaVChRwV8fHH0sCB0tVXS8OHMywDAAAAAABEPIK9IA/TGLG8gsqnWa8nv66rz55eLj/auFHassXhNtxff5XuuEPKnl2aOVNKm9ZRIQAAAAAAAIFDsBdk6XOl16w5aZUl6qDaDSylDV//Ib9uw3US7B0+LDVpIh05Ik2eLBUp4qAIAAAAAACAwCPYC4Fi9Qtp0rMbdUgZ1fSWUzqy84j8FuyZna/XXhviA5s9wF26SL/8Ig0e7HhyBwAAAAAAQGAR7IXIDY9V0fON5uunkyXVrdqPSohPkB+cOWMn4lapImXNGuKDv/iiNGOG1KqV1L9/iA8OAAAAAAAQXAR7IfTwnHpqnn+JpsZeo5dvnSc/WLVK+vNPB9Nw//Mf6dFHpauukkaNYlgGAAAAAADwHIK9EA/T+GDZVSqbeoMe/qyOvhz8vbzOSX+933+X2raVMmeWZs2S0qcP4cEBAAAAAABCg2AvxDLmy6hZH0Yrg46ozaNFtXnhVnk92EuTRqpVK0QHPHpUatpUOnBAmjhRKlEiRAcGAAAAAAAILYI9B0rdUFTjH1+v/QnZ1LTRER3be0xedPy4tGCBVLu2DfdCMiyjRw/pxx+lZ5+VbropBAcFAAAAAABwg2DPkVufraan6s3VquNXqFe1Hzw5TGPxYunkyRBuw33tNWnSJKlJE+mRR0J0UAAAAAAAADcI9hx68qu6apxrmcZvqq2hLefLa77+2r4PyeCMb7+VHnpIuuIKacwYKQVf2gAAAAAAwNtIPxxKEZNC45eXVsmUm9R3Zi3Ne2OVvNZfL2tW6eqrg3ygLVukVq2kdOnssIxMmYJ8QAAAAAAAAPcI9hzLXCizZk8/o7Q6rlYP5NfWZdvlBX/+Ka1YITVoIEVHB7mRX7Nm0t690rhxdsUeAAAAAACADxDshYGyt5XQ6P4/aXdCTjVvsF8nDpxQpDM7Y80si6D21zMH6N1b+v576YknpNtvD+LBAAAAAAAAwgvBXpho/lJNPVxjrpYdvUp3V18e8cM0zDZcI6jB3rBhtp/ezTdLAwcG8UAAAAAAAADhh2AvjDw3r44aZV+hkb/W0XsdFijSB2cUKiQVLx6kAyxcKN1/vz3A+PEMywAAAAAAAL5DGhJGolNFa9LS4ioas0X3TKyhJe+tUSQysyx+/dWu1ouKCsIBtm2TWrSQUqeWZs+2EzoAAAAAAAB8hmAvzGQrnlWzJhxXjOLUvHdO7Vi1S5G4Wi9o23BPnrSh3q5d0qhR0lVXBeEgAAAAAAAA4Y9gLwxVaFVaI+9epR3xedSy7k6dOnJKkdhfz0zEDbj77pO++0566CGpVasgHAAAAAAAACAyEOyFqbZDr1HfynO16HAFPVBziSKFGVRrgr3y5aXcuQP84CNGSMOH26WAzz8f4AcHAAAAAACILAR7YezFhbV1bZaVGvZTPX3QNTKGafz0k7R7t9SwYYAfeOlS6a67pMKFpcmTpZiYAB8AAAAAAAAgshDshbGYNDGasrigCkZvU+8PqmrF2LXyZX8900+veXM7+XbWLCl79gA+OAAAAAAAQGQi2AtzOcvk0MxRBxN/3axrZu3+eY/CmdmGaxbT1a0boAc8fVpq2dJOwn3/fenqqwP0wAAAAAAAAJGNYC8CVOlYVu92W6HYM/nVuvZWxZ2IUzgyGdzcuVLNmlKGDAF60P79pQUL7NCMO+4I0IMCAAAAAABEPoK9CNF5RG3dVW6e5h64Wg/VWqhwZNrgHT0awG2448ZJb74p1asnvfRSgB4UAAAAAADAGwj2Isiri2uqVsYf9doP9TXxrkUKx224RkAGZ/zwg9Szp1SggDRlipQyZQAeFAAAAAAAwDsI9iJIqgypNH1hHuVNsVPdh12tVVPWK9wGZ5gtuNWqXeYD7d0rNW0qxcdLM2ZIuXMHqEIAAAAAAADvINiLMHnK59KMd/YoTjFqdkda7fttv8LB4cPSd99J9etf5uK6uDipTRtpyxZp2LAApIQAAAAAAADeRLAXgWr2LKeh7b7TprhCalfzd505dcZ1SZo/32Zyl91f79FH7dK/O++UunULUHUAAAAAAADeQ7AXoXqOq6Pupefri31V9Hi9BWHTX++ygj3TS88MyTBjdd94I1ClAQAAAAAAeBLBXoSKShGlt5ZVV7X0P2nwd/U1vd8S58FenjxS2bKX+ABr1khdu9oHmT5dSpUqwBUCAAAAAAB4C8FeBEudKbVmfJtduaL2qPOr5fTzhxuc1LFzp/TTT3YablTUJTzAn39KTZpIp07ZUC9fviBUCQAAAAAA4C0EexGuQNW8mvbGdp1UajVtGa0DfxwMeQ3ffHMZ23DPnJHat5d+/91uv61VK9DlAQAAAAAAeBLBngfUvaeCXmm2WL+dLqoO1dYrPi7eSX89s2Iv2Z56SpozR+rSRerdO9ClAQAAAAAAeBbBnkfcM62uOhR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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:31:17.314341Z",
     "start_time": "2025-01-06T02:31:16.920285Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#7.8拓展（一图多个坐标系子图）\n",
    "import numpy as np\n",
    "x = np.arange(1, 100) #划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1=axes[0,0]\n",
    "ax2=axes[0,1]\n",
    "ax3=axes[1,0]\n",
    "ax4=axes[1,1]\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #作图 1\n",
    "ax1.plot(x, x) #作图 2\n",
    "ax2.plot(x, -x) #作图 3\n",
    "ax3.plot(x, x**2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图 4\n",
    "ax4.plot(x,np.log(x))\n",
    "plt.show()\n",
    "\n",
    "# add_subplot 方法----给 figure 新增子图\n",
    "x = np.arange(1,100)\n",
    "#新建figure对象\n",
    "fig=plt.figure(figsize=(20,10),dpi=80) #新建子图 1\n",
    "ax1=fig.add_subplot(2,2,1)\n",
    "ax1.plot(x,x)\n",
    "# 新建子图2\n",
    "ax3=fig.add_subplot(2,2,2)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3)\n",
    "# 新建子图3\n",
    "ax4=fig.add_subplot(2,2,3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "2f9b80cfe32199f3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:40:08.388116Z",
     "start_time": "2025-01-06T02:40:08.257818Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#8. 绘制散点图\n",
    "#3月份每天最高气温\n",
    "font='C:\\\\Windows\\\\Fonts\\\\simsun.ttc'\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14,\n",
    "15, 15, 15, 19, 21, 22, 22, 22,\n",
    "23]\n",
    "x = range( 1, 32 )\n",
    "# 设置图形大小\n",
    "plt.figure( figsize=(20, 8), dpi=80 )\n",
    "# 使用 scatter 绘制散点图\n",
    "plt.scatter( x, y, label='3 月份' )\n",
    "# 调整 x 轴的刻度\n",
    "my_font = font_manager.FontProperties( fname=font, size=10 )\n",
    "_xticks_labels = ['3 月{}日'.format( i ) for i in x]\n",
    "plt.xticks( x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45 )\n",
    "plt.xlabel( ' 日 期 ', fontproperties=my_font )\n",
    "plt.ylabel( '温度', fontproperties=my_font )\n",
    "# 图 例\n",
    "plt.legend( prop=my_font )\n",
    "plt.show()"
   ],
   "id": "475c159978df876a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:44:17.791229Z",
     "start_time": "2025-01-06T02:44:17.676957Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#9. 绘制条形图\n",
    "\"\"\"\n",
    "假设你获取到了 2019 年内地电影票房前 20 的电影（列表 a)和电影票房数据（列表 b)， 请展示该数\n",
    "据 a= ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "\"\"\"\n",
    "font='C:\\\\Windows\\\\Fonts\\\\simsun.ttc'\n",
    "my_font = font_manager.FontProperties(fname=font,size=16)\n",
    "a = ['流浪地球','疯狂的外星人','飞驰人生','大黄蜂','熊出没·原始时代','新喜剧之王']\n",
    "b = [38.13,19.85,14.89,11.36,6.47,5.93]\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)),b,width=0.3,color='r')\n",
    "plt.xticks(range(len(a)),a,fontproperties=my_font,rotation=45)\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height+0.5, str(height),ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "a7243c1c73f740e1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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PufDCC8vcc8/9roEfAAAAANDDp/cmMfza175WFl544bLWWmvVxwYMGFD+/Oc/lw033LC89tprZaqppipzzDFHueSSSybjywUAAAAAJknol1LBt9sFfMstt4zPrwAAAAAAevPpvQAAAABA7yX0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+QL+x9957l8GDB5eOjo5y2223dT1+xRVXlBVXXLEsvfTSZeWVVy6333772/6OH/zgB+XDH/5wWXbZZetzb7rppq7v5fcutdRS9Xv5uO666yb73wQAAADjMvU4HwVooS233LIccMABZbXVVut67Lnnniuf//zny7XXXluWWGKJGtTl67vuumusn09QeNJJJ5W77767zDTTTOXss88ue+6552jBX35+1llnnWJ/EwAAAIyLSj+g31hjjTXKwIEDR3vsoYceKrPPPnsN/GL11VcvQ4cOLbfeeutYP59KvlGjRpWXXnqpfj1ixIixfh8AAAD0Bir9gH5t0UUXLc8++2z561//WlZZZZVyySWXlBdffLE88sgjZfnllx/tucsss0zZZ599ykILLVRmm222MmDAgFoh2N3aa69d3njjjfrvd77znTLjjDNO4b8IAAAAVPoB/dz73//+8utf/7ocfPDBZYUVVihXXnll7dk39dRjr4k8/PDD5aKLLioPPvhgGTZsWA0At956667vP/roo+Uf//hHDRCHDx9e9t9//yn81wAAAMD/qPQD+r211lqrfsRrr71W5plnnhr8jenCCy+sB3XMN9989esvfOELZa+99iqvv/56mXbaacugQYPq46nu+9KXvlR23XXXKfyXAAAAwP+o9AP6vSeffLLr82zJ/cQnPlEWWWSRsZ638MILlxtuuKGMHDmyfn3ppZeWIUOG1MAvB4K8/PLL9fG33nqrnH/++WW55Zabgn8FAAAA/D8q/YB+Y7fddiuXXXZZeeqpp8p6661XZp555rpV97DDDqun7qYX38c+9rHy05/+tOtn8r1U9u2+++5ls802KzfffHNZccUVaz+/VPT98pe/rM/717/+VX9/DvvI70k/wGOPPbYH/1oAAAD6s47Ozs7Od3vSq6++Wj772c+We+65p0w//fRlrrnmKj/5yU9qJcwzzzxTtt9++3oCZm6CTzrppHpC5rvJiZfpidVaHR2lX3v3txUAAAAAE+Gd8rXx3t6b3lT33Xdfuf3228smm2xSdt555/r4QQcdVFZeeeXywAMPlDPOOKNss802ZdSoURPzegEAAACAiTBeod90001XNthgg7ptLRLyPfLII/XzCy64oG57i5VWWqlug7vmmmsm5jUBAAAAAFP6II/0qUq137PPPlur+nLSZWPw4MFl6NChY/3M0UcfXUsOm4+mET4AAAAA0MOh35FHHlkb33/ve997Tz+377771j3GzcdMM830Xv/TAAAAAMCkPr33qKOOKhdddFH54x//WGaYYYb6MfXUU9eTMJtqv2z7HTRo0Hv5tQDvzuE4Pf0KAAAAaGOlX7bnnnvuueWqq64qs846a9fjW221VTn55JPr5zfffHN5/PHHy8c//vHJ82oBAAAAgHfV0dn57uUj2Y67wAILlIUXXrjMPPPM9bEBAwaUv//97+Xpp58u2223XXn44YfLtNNOW0444YSy1lprTdSRwq2gKqmnXwFtY0z19CsAAACgl3mnfG28Qr/JQejXcgIKJjVjqqdfAQAAAL3MO+VrE3R6LwAAAADQewn9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfADBB9t577zJ48ODS0dFRbrvttrG+f8YZZ9TvXXzxxW/7O37wgx+UD3/4w2XZZZctK6+8crnpppu6vveLX/yiLLPMMmXJJZcsa6+9dhk6dOhk+1sAAKBthH4AwATZcssty/XXX18WXHDBsb73yCOPlNNOO60GeW8nQeFJJ51Ug758vueee9aP+Ne//lX233//csUVV5S77rqrfOELXyh77LHHZP17AACgTYR+AMAEWWONNcrAgQPHevytt94qO++8czn++OPLgAED3vbnUwU4atSo8tJLL9WvR4wY0fX7EvQtvfTSZd55561fb7DBBuX3v/99efbZZyfb3wMAAG0ydU+/AACgXY4++uiy6qqrlhVWWOEdn5etu/vss09ZaKGFymyzzVYDwmuvvbbre7feemu5//77y5AhQ8rZZ59dOjs7y6OPPlpmn332KfSXAABA3yX0AwAmmVToXXjhhV3h3Tt5+OGHy0UXXVQefPDBMt9885UTTjihbL311nXL8KKLLlpOPvnksv3225c33nijbLjhhmXWWWctU09t6gIAAOPD9l4AYJK57rrraj+/hHY55OPGG28su+66a/nJT34y1nMTDi611FI18Iv07bvhhhvK66+/3tUzMD9/yy231H5+r7zySllkkUWm+N8EAAB9kdAPAJhkEs49+eSTNfjLRw7yOPXUU8d5CMfCCy9cQ76RI0fWry+99NK6lXfaaaetX+f3xJtvvlkOPPDA8uUvf7nMMMMMU/gvAgCAvskeGQBgguy2227lsssuK0899VRZb731yswzz1y36r6Tww47rFb27b777mWzzTYrN998c1lxxRVrP78ZZ5yx/PKXv+x67he/+MXaw++1116r23uPPPLIKfBXAQBAO3R0pit2D8jpfMOGDSut1dFR+rWeeVvRZsZUT78CAAAAepl3ytfGa3vv3nvvXfvydHR0lNtuu63r8Ty22GKLlWWXXbZ+nH/++ZPuVQMAAAAAk297bxppH3DAAWW11VYb63sJ+hL4AQAAAAB9KPRbY401Jv8rAQAAAAB6x+m922+/fVlqqaXKTjvtVIYPH/62zzv66KPrPuPmozmpDwAAAADoRaHftddeW+64445y6623ljnmmKPssMMOb/vcfffdtzYWbD5mmmmmiflPAwATezhOf/0AAIB+YLy2976dQYMG1X+nmWaa8tWvfrUMGTJkUr0uAAAAAGBKV/q99NJLZcSIEV1fn3vuuWW55Zab0F8HAAAAAEzJSr/ddtutXHbZZeWpp54q6623Xpl55pnLlVdeWbbYYovy5ptvls7OzrLwwguXs846a1K9LgAAAABgAnV0JrHrATnMI739Wqu/9wzqmbcVbWZM9fQroG3685gyngAAaIl3ytcm+vReAAAAAKB3EfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAEAvsPfee5fBgweXjo6Octttt73r42P629/+VpZddtn6scQSS5TddtutvPbaa13fv/POO8uaa65ZPvShD9WPiy66aLL/TQBAzxH6AQBAL7DllluW66+/viy44ILj9fiYlllmmXLzzTfXYDAB3zPPPFNOOumk+r2XX365bLLJJuWII44o9957b7nrrrvK6quvPln/HgCgZ03dw/99AACglLLGGmu8p8fHNMMMM3R9/vrrr5dXXnmlVgfGL3/5y7LyyiuX1VZbrX79vve9r8w555yT5HUDAL2TSj8AAGiJRx55pFb8zTHHHOX9739/+dKXvlQfv+eee8qAAQPKRhttVLf/br/99mX48OE9/XIBgMlI6AcAAC2R3n+33357eeqpp2o/v6Zv3xtvvFH++Mc/llNOOaX885//LPPPP3/ZY489evrlAgCTkdAPAABaZqaZZiqf/exnyznnnFO/HjRoUFlrrbVq2Jctv9tuu2258cYbe/plAgCTkdAPAABa4MEHHyyjRo3q6un3m9/8piy99NL168985jP1kI8XXnihfn355ZfXbcAAQHsJ/QAAoBfYbbfdysCBA8uwYcPKeuutVxZZZJF3fDx23nnncskll9TP//znP5fllluuhnn5d+655y7f+MY3uir9DjnkkLLKKqvUIDDPPfnkk3voLwUApoSOzs7OztIDmolLa/3/J6X1Wz3ztqLNjKmefgW0TX8eU8YTAAAt8U75mko/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlpm6p18AAAD0af35NOxwIjYA9Eoq/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAC0jNAPAAAAAFpG6AcAAAAALSP0AwAAAICWEfoBAAAAQMsI/QAAAACgZYR+AAAAANAyQj8AAAAAaBmhHwAAAAD0x9Bv7733LoMHDy4dHR3ltttu63r8gQceKKusskoZMmRIWWmllcrdd989OV8rAAAAADCpQr8tt9yyXH/99WXBBRcc7fHddtut7LrrruX+++8vBx54YNlxxx3H59cBAAAAAD0d+q2xxhpl4MCBoz32zDPPlFtuuaVsu+229estttiiPPbYY+XBBx+cPK8UAAAAAJi8Pf0S8M0777xl6qmnrl9n6++gQYPK0KFDJ/RXAgAAAAB96SCPo48+ulYLNh8jR46cUv9pAAAAAOhXJjj0W2CBBcqTTz5Z3njjjfp1Z2dnrfJLtd+47LvvvmXYsGFdHzPNNNOEv2oAAAAAYNKHfnPNNVdZfvnly9lnn12/vvDCC2sF3yKLLDKhvxIAAAAAmAQ6OlOi9y5ySu9ll11WnnrqqTL77LOXmWeeuR7Ycd9999UTe5999tkyyyyzlDPOOKMstdRS4/UfTkCYir/W6ugo/dq7v63gvTGmevoV0Db9eUwZT0xq/Xk8hTEFAD3mnfK18Qr9JgehX8uZ/DGpGVM9/Qpom/48pownJrX+PJ7CmAKAHvNO+doUO8gDAAAAAJgyhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAAA0DJCPwAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgJYR+gEAAABAywj9AAAAAKBlhH4AAAC02muvvVb23HPPsuiii5alllqqbLvttm/73M7OzvKJT3yizDrrrF2P/eEPfyjLLrts18d8881Xll9++Sn06gEmzNQT+HMAAADQJxx00EGlo6Oj3H///fXfp5566m2fe8wxx5QPfvCD5dZbb+16bL311qsfjY022qistdZak/11A0yMjs4sY/SAgQMHlmHDhpXW6ugo/VrPvK1oM2Oqp18BbdOfx5TxxKTWn8dTGFP0ci+99FKZd9556/3nLLPM8o7Pvfvuu8see+xRzjjjjLLCCiuUESNGjPWcJ554ooaCjz76aJlrrrkm4ysHmLh8zfZeAAAAWuuhhx4qs802WznyyCPLiiuuWFZfffXypz/9aaznjRo1quyyyy7llFNOKe973/ve9vf9/Oc/LxtssIHAD+j1hH4AAAC01htvvFGr8j784Q+XW265pRx33HFl6623Lk8//fRoz/vWt75VNt988/KhD33obX9XNsr97Gc/KzvttNMUeOUAE0foBwAAQGsNGjSoTDXVVOXzn/98/Xq55ZYrCy20ULnzzjtHe94111xTjj/++DJ48OCy2mqrlRdeeKF+Pnz48NGe8+qrr47W3w+gtxL6AQAA0FpzzDFHWXvttesJvPHwww/XjzEr+q677rpaEfjII4+U66+/vvb/y+dzzjln13N++tOflh133PEdt/9Cf5BAfLHFFus60fr8888f6zlvvfVW2W+//cqSSy5ZFl988Voh+/rrr9fvZQymb2Z+Nt/faqutynPPPdcDf0m7Cf0AAABotZNPPrn86Ec/KksttVTZdNNNa9+++eefv+y8887lkksuGa/f8fzzz5eLLrqofPGLX5zsrxf6ggR9t912W/3IlvkxJSTPKdj5uPfee2vF7bHHHlu/N99889VwPT9711131a8PP/zwHvgr2m3qnn4BAAAAMDktvPDC5eqrrx7r8dNPP/1tq5jGPLn3/e9/fz0JGBg/t99+e/nkJz9Zpp122vr1+uuvX4O9/fffvwwYMKDreW+++WYdWzPNNFMPvtp2UukHAAAAwHuy/fbb1+rZbNvt3vuyke27qaRNf8ycjn3BBRfULfONbPXN9t5swX/ggQfqYTpMWkI/AAAAAMbbtddeW+644466dTeh3Q477DDWc9L/8lOf+lT5+Mc/Xj+GDBlSpp76/204TQVgtvfmJO30/Mu2eyatjs6cOd4DBg4cWIYNG1Zaq6Oj9Gs987aizYypnn4FtE1/HlPGE5Nafx5PYUwB9GtPPvlkDfRefPHFd3zeeeedV0488cR6aM6YbrzxxrLLLruMdao2E5evqfQDAAAAYLyk/173npfnnntuWW655cZ63quvvtp1Iu9//vOf8v3vf78ccMAB9euclP3yyy93nfL7q1/9qiy99NJT7G/oLxzkAQAAQO+heranXwG8o2zH3WKLLeoBHNk8moNyzjrrrPq9nIj96U9/un7kxOs111yzntqbYO8rX/lK2XjjjevzsjX461//ev0831t++eXLcccd16N/VxvZ3ju5uFD19CugbYypnn4FtE1/HlPGE5Nafx5PYUwxqRlTPf0KgD7E9l4AAAAA6EeEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaZuqefgEAAAAATCZOxC79lUo/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGUmSeg3ePDgsthii5Vll122fpx//vmT4tcCAAAAABNg6jKJJOhL4AcAAAAA9CzbewEAAACgZSZZ6Lf99tuXpZZaquy0005l+PDhY33/6KOPLgMHDuz6GDly5KT6TwMAAAAA3XR0dnZ2lok0dOjQMmjQoDJq1Khy6KGHljvvvLNcfvnl7/gzCf6GDRtWWqujo/RrE/+2gtEZUz39Cmib/jymjCcmtf48nsKYYlIzpnr6FdA2xlRps3fK1yZJT78EfjHNNNOUr371q2XIkCGT4tcCAAAAAD2xvfell14qI0aM6Pr63HPPLcstt9zE/loAAAAAYAJNdKXf008/XbbYYovy5ptvluwUXnjhhctZZ501sb8WAAAAAOip0C8h3z//+c+J/TUAAAAAQG87vRcAAAAA6B2EfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9AMAAACAlhH6AQAAAEDLCP0AAAAAoGWEfgAAAADQMkI/AAAAAGgZoR8AAAAAtMwkCf0eeOCBssoqq5QhQ4aUlVZaqdx9992T4tcCAAAAAD0V+u22225l1113Lffff3858MADy4477jgpfi0AAAAA0BOh3zPPPFNuueWWsu2229avt9hii/LYY4+VBx98cGJ/NQAAAADQE6FfAr555523TD311PXrjo6OMmjQoDJ06NCJ/dUAAAAAwAT4X1I3BRx99NH1o/HUU0+VgQMHltaaf/4e/c+PHDmyzDTTTD33Atr8/1t6hjHVc/9t2qk/jynjiUmtP4+nMKaY1Iypnvtv007GVGmz4cOHv+33Ojo7OzsndnvvIossUv773//War/8ulT+XX/99fVxekYC1WHDhvX0y4DWMKZg0jKmYNIxnmDSMqZg0jKm+vD23rnmmqssv/zy5eyzz65fX3jhhfX/oQI/AAAAAOjD23tPOeWUemLvkUceWWaZZZZyxhlnTIpfCwAAAAD0VOi32GKLlb/97W+T4lcxiey77749/RKgVYwpmLSMKZh0jCeYtIwpmLSMqZ4z0T39AAAAAICW9fQDAAAAAHoXoR8AAAAAtIzQDwAAAABaRugHAAAAAC0j9GMs4zrbxXkvAAAAQG8jr3h7Qj/G0tHRUf999NFHy6uvvjraYwYTAEDf9eabb9Z/zekAaIsmr2BsU4/jMfr5RDAfl112WfnBD35QlltuubLBBhuUN954o3z0ox8t8803X0+/RAAA3qOEfKNGjSqnn356WXHFFctHPvKRnn5JwESO6e5Bx1tvvVWmmkpND/1H3vNPPfVUOfroo8t0001XDj300Povo/O/CnTJRDBB35133lk23XTT8pOf/KTstdde5de//nU58MAD6/cBAOg7snAbCQduvPHG8p3vfKfcfPPN9THVftB3ZUw/88wzZejQofVrgR/9Sa5fec8n9Dv22GPL8ssvL/B7G/6XgS7TTDNNGTBgQFlttdXK/fffX6v8HnzwwTJs2LBy5ZVX1u2+zUUFAHrCmCHFLbfcUm666aby73//u8deE/RWr732Wjn//PPLCy+8UBd1v/3tb9f53V133TXaVt+XX36563Og97vtttvKcccdV5Zddtm6K+vcc8/t6ZcEU7zK9dZbby37779/LVLafPPNe/pl9VpCP0bzta99rRxwwAE1+DvttNNqtd8xxxxTBg8eXL773e+Wv/71rz39EgHoh+67775asZRJXrZzNAHFhRdeWHbeeeca/gGj+89//lN++9vflsMOO6zu2thvv/3KBRdcUBd5Y+qppy533HFH2Wmnncrw4cN7+uUC7yLXwZdeeql88IMfLJ/61KfKeeedVwO/hPnbbbddLdxQwUt/CPwSfOealvxik0026fremM9F6Mc4tn9861vfKp/85CfLl7/85ZqYL7300vXxZZZZpsw666w9/CqhfRJgPP3007U0/fHHH6+PqbiA/ydVfD/+8Y/LtttuW7/Odo73ve995fXXXy8PPfRQ+dKXvlQ+85nP9PTLhF5n/vnnL5/73OfqQu6WW25ZQ4JU/2U7VHr7HX/88WWjjTaquz3M8aB3e/HFF8shhxxSPv3pT5eZZ565DBkypKyxxhplqaWWKo888kgN8eeaay4HGtD6wO+ee+6pgV+KlVLpmsfH7HEZxsL/CP36uSb9HjlyZL1QxCWXXFK3gey66641+DvyyCNrP7+VVlqpzD777PU5AgmYdF555ZXyq1/9quyzzz6111Ik0AD+Z+DAgTWwSFiRFd1GwowcSLD77ruPFqID/2+Ol1BvvfXWq4FBtgOedNJJ5b///W+54ooryvTTT19OPPHEOr/LwtOrr76qMgJ6qQR9X/ziF8uTTz5Z/22kBVPuzb761a8K72mtJtRLq4p99923zg3XWmut+r083uQTDzzwQF0Izk4Q/kfo189lgPzjH/+oCXmkRDyTwe9///vlhBNOKN/85jfrKThJ0UeMGFG3hOTfrBBHwsGsLAETbsYZZyxbbLFFDdl/+tOfls9+9rN1u1XC+BBi0N9NO+20tZphzz33rDc7+Xerrbaqj+X6FBkvuWble8YM/X3XRvcKh1TxZetfxsXee+9dtwV+6EMfqgFC5n+LL754Pdgji7sJA1VGQO+Rxa6///3vte9mZLym3dINN9xQttlmmzqu77333rpYnHENbd/S+5WvfKWsv/765YknnqiHkDZnDjQFTD/60Y/qATe5t+J/hH79XAK8hH7p9ZJtUmeddVbd6pEy8Xzv61//ejn11FPrY+nzl1NxvvGNb5RVVlmlfPjDHy4LLLBA/R4wcReyeeedtxx88MHl85//fJ3cpfIv2xkffvjh0U5jE2bQn6TK/I9//GMNJHIi29prr1122GGHcvHFF9ct8Zn4Na655ppy9NFHl80228wJhvRbGS+pfP3Xv/412jUjvb4WXnjh+nnatmSr/Oqrr16WWGKJ8oUvfKFcfvnl9WeyyyM3UJnrJWAHetYf/vCHWtV05plndl0XU82XPrfpw/mJT3yi9rTNfVoWyMacJ2YhIDtKQhUvfT3wy26PfGT+d8QRR5S//OUv5Wc/+1lXT9oc6pE5YB6Ppvqvs5+/982K+7EMjt/97nfl7rvvritDuVCk0i8rwgkBE+yl90smg5n8pc/fmmuuWUO+yy67rJx88sn1efkeMOFyIcvFaL755qtBe/qxJNDIuExVRsZbAo3oHmY0F7AE9Km4te2etklD8oMOOqj8/Oc/r1+n0uGUU04pG2+8cV10yo1QpOohWxNzc7TOOuuMdtPz7LPPCi/oNzJvy/zuhz/8Ydc1I9eP7NTI+MnHRRddVOaZZ57y0Y9+tMw222z1+b/5zW9qYHj22WeXX/7yl/XrXIuAnh/TqWD65z//Wb/O5838L4Ffepul0u/aa6+t88GM+e7zweeee66O62HDhnXNN6Evyfv29ttv7zpwdMMNN6zzvI985CO1Ddn1119fd0plwStjIBlFZBw07ZI6OjrKgw8+WIPD/rhLsaPTyO+3p7kl8JtllllqBUUGSJLxbPnIpG+FFVao1UYJHj7+8Y/X7yfcu/rqq2tl4GKLLTba78vAU1kBk2Yl66abbqoTuTReT7+yBBnnnHNOWXbZZcscc8xRQ40ZZpihPjdbsXIzt+iii9YqwTRthzZJ8J2DPC699NK69T2TvIR92dqUE+bTgyzjICfN58CpZhyluiE3R1tvvXWtiMjW31QBQlt1n4uln1GCve9973t1G/wiiyxSvvvd79Z/U0Geqr60cvn9739fdtttt3rCb+Z3uf4k8MsicMaP+R30nGb8JahIu6VUNDVhfKqcrrvuuhro/eIXv+iq7j388MPrInJ3eV7mkbkOZmeJcU1fkjwiJ8ynj3PudSLv4YR6KVa66667ahCYe6TkG3n/dz/U463///2eHn8prkim0fye/sJo76dyg5QqovRyyU1UVnpTwXfVVVeVPfbYo9x66611ZSnbqAYPHlxXkHKxyCk56fmSBpnde8e4cMDEy8WpWbnKtvqcSJoV2vQoS7Vfxl5WarPSlabsaV6bf7O6lQufwI82aar10q/l+eefr9esBN9Ndd+qq65aQ/HczOQmKIFfZCzkZ5veLmldsemmmwr8aL3uFT5ZDEpPo4yZzTffvG79O/fcc2t4/re//a2e3Pt///d/9dqS/szZKpVF3vPPP7/8+te/ruMnv8v8DnpOM/7mnnvu2oMz92O5HiaYz/bFbPmdc845y1577VW23377Om5TuJHK9yuvvLL2us3z07Yp/2ab/5htY6C3y/s/IfeYQV0Cv8g1K9e6bHtPAJ5KvibwS1Yx1f//fk9hU/r89bfAL1T69WPpCdEMlvRvyYpvTu7NDVU+moQ8VRTZxpugIYMuq8Yppc224EGDBvX0nwGtlHF34IEH1glcxmYzViMnMOYmLWFGPs84zYQuxnVcPfRVeT9nwpZrUCZxCS0a2cqUx7Nwlaq/nD6aEKO79CfLQTmpAgzVDfQH2cKbOVoC8zQ6T+++XEcyf8uNfw7BGTJkSN3Fke1QCfpSHZHvp/dXqopmmmkm4wV6kQR8u+yyS63ky4JXQo4seGUumBZNjQT62ZmVbf0JBFMlNWDAgDqfTJVf2mU0/T2htxvXdaj7Y9mpmGKmFEDkupdCiRRFpD1Z2sB0nw/OPPPMtV96f7xfciXvh5qcNyFC83kGT7Z0rLzyyuWxxx7rSshT0XfjjTfWj4QLkcMGcnOVbVXA5JFDCz72sY/VKoyXXnpptMqnbO1NVd9CCy1UG7IL/GirvJ9zrcrK7EMPPVTD7kiFQ258cnBHQoudd965PP744+WrX/1q18/m5igTvCbwy/gQYNA2uT6kmifv72ZOl2tEFnEThqffZYK+bJM/5JBDyvvf//56aMf0009fF27zeeZzqRy68847y4477liWXHLJGhQYL9B7ZAdW2itlwSttmjJPjAR+3Wt4cj3MwYwJ77NLKx85HC5bIK+44gqBH33KuK5DzWPp75e+zQn8IgdTpZ9tc7hHwsDYbbfd+nXgF67mLT/iPSu8YxZzNjdNkTd8VnVzQUjJ93e+8506WUwlX342q8CpAkwTzGYVKdVH+TpbgoG314y9bJfPTVVCie6Pv5tUMGWCl34t0Vygmqa0Y+pvFzD6h2wxzGnx2bKUSoU0Ys7hHvnIifKRgPzLX/5yDSpSqW6CR9t3ajROOumk2uc1FbHdD7DJfK7ZxnTCCSfUn8kW3iwUDRw4sLaKSPuILCxlsbcJx9M3LIF6074F6B2y2yptKtLqIqFetvDnPi2a61szv8zX6W+Wa2eqnlIZmGq/hP3QBilMSkFSc2hVrll5/6cVUnKMtH7J9TH5xowzztjv54O297ZYtmukvDshXSqCIqfbHHXUUbWZc9LwRm6UcjGJnA6Vni9pfJ6fS7VEVpIXX3zxupqc0tlUBCY8zEEgwNi6X1QSQmTbYU6TSnn5mN8fl+bEqW9961t1q1a2aUF/luA8p8inSiEHDqT35ZhjKVVNqfxLD79vf/vbY30f+roEdT/60Y9qRV6uE9tss03dzpQm55mvZd6Wm5xmW1O+l0q/9DnaaKONauVsqvqyVT5VP+lxlK29CdCbw2+AKStVtqngy5bEFF+MqRmbGbu5X0uVX3Ze5cCehPvpZQZt9E5tJsbc2t69fVkKLnKdTE/bww8/vPT3+aBKvxbLalAqi7L9KaFBpHov/R0y+ctWqUYT+MVyyy1X1l9//brym1Pesv0jq0oZJOnxksAvUkUBjK37RSWhXaTUPFUWOREx8v13WnNpqvk23njjuo0D+qtmnOSQgQUXXLCOjSbwi+7VTdnOkQOqBH601ZNPPlkXYHO6e4K+VDTk32xxSpuWzM0S+DXjIlV+WaBNpU9OLUx7loQFCRZyWFS2RzVjTOAHU17GX8KLbMHPIW7N/Vq26OeAgu5jM5V7f/rTn2pIn3YWqfbLiaRNxR/0JWPeBzVfZxdiDq15t7YsYwZ+ue41PdDPOOOMeqKvwO9/hH4tloGQi0Wq+DLRS2VeKvYS6GVSmP3v3YO/aCaJuZikyfPaa689Vrl4oz8PHHg73S8qCR6yPT6l57kZS2iRVdzcrI3PGMrvyjb93OR1DzagLZUN46MZJ7nZGXOC11TERqpoE27kwILo7xM82ifv6YyDVVZZpd7sp/1D5mmpbMj7P1t5c4pno7lunHjiiXULcIKENPnPjo4s/n70ox+ti1HZOg/0jFynMgZz8Ea2IOagjYTy2eHRfdE34z+hfbNFN/dzOWQx/fouuugiwR99Tvdt6bleNV8nqFt33XXrjsUJqQjM9TDzxRxO1fz+jn4+HxT6tVQS8ux1T/+G9H1I1V5KwFPRlzLXJN+5oIwZ/DWDJSFhtk/NM8889ev+PlBgQgK/Rx99tI6xb37zm+X++++vW6kSdKTf2MUXX/yuvy+/KxO8jEMN1WmLBOG5HmWrbsKHCTVm4JfFrFS2hwkebZJm5FnEzXs6zflT0brPPvvUxdksKqW6NU3+V1111fLLX/6y/kyuGfnIOInc/DQLufnZrbfeun6uyw/0vIzD1VZbrfz+97+v/WpzfUwFb9pVNJo+fQn7siAcCUbSQiaLAPlIoQf0lff8lVdeWfvIrrHGGrVtRaSSNWFf0wd9fOQ619wn6ek8bu4iWyoXg2zfyLaN9H3IZDErQLmYpC9EjnnPJDHB3ymnnFIbOj/zzDNdP59Gz7l5Sjm5CiMYP9239DaBXwL0bLtqtmzkJOxskc9Wjoy59M9Mj6a3kxXdNKWFtkjLiNzc5Nqy33771V6z3Y1PCJHnNIFfTirMiaQmeLRRrhW5Mcr1JBV76dOcPn3Z2rf66qvXG/0vfvGLNUjPdt1USKRiqNH94Kf0/UrQnjAhh3mEsQI9r7nXysnZqeZN4UZzLcz3up/OnZ7sKepoNMFferlnq28TCEJvlmvPMsssU6tck0vMNddcddEqC1RZzMoi1fieNN1c57bffvvaisx8cGxCv5bIBSFbNpqLRiZ2Sc5zck2an6enXxqbp+IvWzlyQcgW3vT9ywQwpyH+7W9/61oh/tznPlcnk6HCCMZ/pSkXq2yhSpjeBH45wCNyEcoNWm7gcoOWrRupvH2n1aw0oh1zSyP0Vc1NS3oXHXLIIXU1N1VH6Xl5xx131O9lgvZui03NJC7hRa5nzQqxCR5tk//9z0nua665Zj2ELf0sP/3pT9d2LbmG5OYoW3czb0uFQ643ObEwh9qMK0jPNSmVRLnJAnpeU7WeMZ1DOfKRBeLDDjusHgKX+7B3u64l+MsiWg5bbKp7oa+cSH388cfXeV/68OU9n+vduA7pGJfm+pZFr7z3BX5vI6f30re98cYbnffdd1/nkCFDOr/61a+O9r177723c7XVVuv89re/3fnggw/WxzbZZJPO3XffvfPxxx/vvPLKKzs/+MEPdv7tb3+r39tnn306V1lllc6HHnqoR/4W6KtGjBjReeCBB3bOMccc9evDDjusc5dddun6/qmnntr5yU9+svP555+vX1999dWdH/3oRzuvvfbacf6+t956q/57xx13dD7xxBNT5G+AKeHNN9/s+vzQQw/t7Ojo6DzqqKM6zz777M4DDjig67oWo0aN6nru66+/Xv995ZVXOl999dXO1157rfOSSy4Za8xA28bKXXfd1bn66qt3fu1rX+vcc889O88777zOT3/6053TTDNN589//vPOzTbbrP4bw4cP71x11VXrY3/4wx/G+p3GCfS8l156qfPmm2/ufPHFF7vmkFtttVXn97///a7n3HDDDZ3zzjtv57HHHjve4/fll1+ejK8aJp3u7+Xf/va3nWuvvXbn3XffXb8eOXJk5worrFDvgbrPGceU+6N//etf9fPHHntsnL+b/1HC1QJZHUpflzRyTX++VE1EVoxS2fed73ynNoU988wz6+Mp/07Ph1QC5iTf22+/vetE3qwqpeLvlltu6dG/CfqabC/MIR05XXSppZYqL774YteW3uOOO66Ov5yM/eqrr5Y///nPtedfVrNSUZuqjHPPPbc+Nz+Xxs1NQ+aM0fT1g7ZI1UJTyZfrU6qYMgY22mij2lIi23WzVSnbfrtXweZEtlzT0qc2PWezApzTrcOKLm0dK+kDm8rYNOw/6qij6nUkfWJT1ZDesHvssUeZf/75yw477FCrHLL1N32b11tvvdpqIjs5ujNOoOc0VXi5Bubal/uu2GqrreoOrGzfb76fA3tyb5fDqTKPbMbvO7XAaA75gN6s+5wtp1Tn/Z17omxtz3s/87vsWkwbsre7ZmUs/fGPf6y7GaNpWWE+OG4dSf7e5nv0QdkelW0bzUls2a6brYTZInjssceWbbbZpk4Usx0q230zoBJGNOWzKbHNQMkpUMB7l15+2ZqR7VbZ6puS9VyUcvOV/n0Zow8//HB9PGF7ei8lLNx///3rzVsufrlpS0/NLbfcsqf/HJhsmolZespmDOSGJ9sVs+j097//vZx99tldk7lM7hL6ZetSfi7XqCbwgzbLglC2OSXUy9wt87Rtt922NvpPk//cJOU52fqbw6ISCubxbAHOPC/hX4KAXFtyAMACCyzghgh6WFotZRErC1vzzjtv7cuZha8UZlx77bV1XH/84x+vPdZTjJH5YALBLACEYIO+aMz37W9/+9t6P5SMIr0qmxN887HddtvVFmXp0TcuN910U70eZvE444d3JvRroVxAMskbOXJkPTH0vvvuq6FeJo054TCTxS9/+cu14uicc86pPZEiQUVCwDSLHvPoa2D8PfLII3UFN4HF4osvXvv7feADHyinnXZaDf/SnDYXuFGjRtULVQ7VSeAXzcnaWd2F/iDXmgR8CS6y2rvooot29R7LwVOpjM2Jvwk8MhHM+EjVE/Qn2b2x44471utHqoISAuYE3twYZfEo1470is3Jvunvl559Cf6yqyO7O7LglOAgN1HdDwEApozM+VKlnt1X2R2SRa4sZOXe7POf/3wtysiiVyrfs3Mrc8hU86aSNz3+cp+WAxoTGEJfunYloFtrrbVGC/5ySm8OHU0f2iz6ds8dstCb69wJJ5xQQ/ExA+577rmnhuQJCn/3u9/1yN/V1wj9WmDMcC5hQi4SqYpIw+dsk5ptttnq9+69994aMmTimIbPjRwmkAtQGmiO63cC700C9wR5GW+ZzKUCI81lU9GUi9ULL7xQJ3f5epdddqk/k38zDrOFK4xD+otXXnmlfOITnyirrrrqeL//VTrQdgm9s+U9i7hZzE2Il/lbFm8XWWSRGuBlHOSxLCz9+te/LgsttFBtgp5q8yz65vTDLD4lOEjbiCzuAj0jQV+CjhReNLusUrmewC+Hv+211171sYR+KeLIjpDcz+Val4MXs0h8zDHH1IVl6O1yffrFL35RDxbNolSuS42cUJ3F3bzHx5zPJSDPezyZRg77yBhoZGykwi/XtuQd4X7p3Qn9+qi8uVP5MHjw4Pp1M1juuuuumoqnki/hQYK9lIg3J9lETg/NBSN9k3K0dVaEZ5lllro63PxuAwcm3vDhw+t2jMsuu6xWXXzjG98oq622Wq3KyNjLClWC9lzQEvjNPPPMdVtvGIf0F817PaeNZoykAn2uueYa6/0v5KO/SXVrqvLSqiUBXirF//vf/9btUBkPK664Yv1eFni/+tWv1irA7N5IK5dxjTFjCHpeqnOz+Juqv6eeeqpW7WYrbwKMhBkJBd9O7ukyj2x6RkNvl23sWZDKez1tKboHf28n16xsZU/ol7MLmuq/5BwpqBg0aFA577zzup7rfundCf36mOeff76Gec8880xNzJOOp8Fr9wlitvEmPIgMjpSCJ1z40Y9+VEtoN9lkk/Lcc8/Vni9J0hM4SMrh3WW85IYrY2Z8ZUUqJegJ9zJec/FLKJ++m1npzepVVm9zGI9j5unrmkqiCXkPp9dlrms5qONDH/rQZHuN0BdkYTfhXapfm+26jfTBTAuIfCQEOP3002tVeeZ2v/nNb+pzzOegZ3Ufg7kmpnK3qVhKtW76rWc+mR1Z6VGb3R/Z6pttjU3wl6AjvyMHvGVb8FVXXVX/9yC7RKA36z4PTBFEFqieeOKJ0YK/t5srJu/Yb7/96gLXdNNNV++9EpLnsI8cmJgt8OE6N/78X6kPyP/gp+dDmvvnlKc0eM2/aWyZwZLDARpZEW4Cv1hyySVrKJhtvdn+kX3x+cgkMZPFE088UeAH4yHjI1Wy2ZqRiqTxkfGZKtpsr8+Wq6xyZYUq2zNy+mKq+9LLLCXqAj/6ukzmsh3j97//fdcJgznYJpWtjXdaZ8wYScCRnpjQH2ShNlt3x3W6ZwKC9OLL9aEJ/Jrxk1MK0zYi4UDmfWn2nwXhbJNPRWB+1nwOprymEje6j8FcE7tvUczc71Of+lT597//3XUoVRaDc2+WCqZs3Y9UOeVnsxU4YUkOZxT40ds19zJZCE5ukaKJvG/nm2++erhhwut3Oo06z08RU7YFJ+zLvVfaJK2xxhoCvwnk/1J9QP4HP9t404A51Q+p3EtVULNHPs3Pc/F4O5kM5gKUJrAJ/zK4MlCyupTGmZHHDBx4exkfH/zgB+tqa5rPphdFoxlT47rgzTnnnHVV9l//+lc58sgja6+lVNlGgr6crpjy9e4/A31RJnPpOZbthalezXs5jcizlT0HdLzTBK/7RC+LXNB2uWakh1cqF5rrRwK/zPkS3qU1RBaGmv7LY14fsgU+lbE5jTfXkfRmzu6OHHSTPoDAlJUxmoAioURO3I3cn6VPbXZ8pC9nDnRLEBJp55JtvQn70tss4zuFGynqSJVTnttIqJ+TuWPM+Sb0Bt3ndkcccURX5pDiohQZZTEq88H0l3234C99z7OFN8US+T2pDMx231wXm/+W3OK9MSvoI2acccYaFmTbU/o9pNFrgoNcLNLb4S9/+Uu9CGTil2R8jjnmGOvknKwUp8qoOQq7O0EDvLtsz834yirs+eefX6ssFltssdHGVCZu008/fb3xalahMh5T0ZGVqnwvEoxkG2RT4WfFijYcOJBm5LlhyXUq4yRVSOnTlwlg3vsJMZoJXvfrTvN1rlPNwVPQZvnf+wQBabmS93zGTgK/zNfS4+ujH/1o2X///d/x+pCbpzw3W6Fyc5RrUkJAYMrLNSzFGVkgzniMhBW5DmaHVe7dMqZzCE9zkmnu67ITa/31168BYRP2r7vuuvW6Oi7mivQ23ed03/72t+s5AWlFlj60qUrP1ylSym6Q9LTM+z7BXzNGxpwXpqov7/M8953+W4w//6vRB6Ty4YYbbqj9WrKPPReMBAb5/Hvf+17ZcMMNax+I9IZIBVJ6Q2SbVXepuki/JGDCNFuuUlqelar0W7rwwgvr9sUEfTlAJ9t2sz0xYzA3Yc3ELKuzqaxtAr9M6LoHflas6OuayqLbbrutjo/DDz+8q0dRDo1Kn7FMBJvKhber+EuFUyoaoO3y/s9ibhqcZ2zkJig3+eMb+DXSsiWn82bnx+yzzz4F/wJgTNl6nwrchByp6MvcL/O9VLBnUSttYhIKdpdefem9npZMCQMTAubn8rugt+sewmVHU97rl1xySVlppZXqXDDFEQnv0noiwV9T8Teurb5NFWu2vae1RfP7uxP4TRh3mX1AekDccccdNfjbeuuta/iX7b3p6xdZFcpqb1aJE/ylNDwDqZHBkubOCSLcTMH4SWVeStJzQWr6I+WxBOsZX1mxTe+xbNvIqYkJ9LJ1I49nK373i1J6lS2zzDL181zo0udPDz/aINvdH3zwwVqdlBYShxxySLn55pvrTUvGQhamst0pwXf6zzYrwNG877uPgYyx3CBB2zU3OKly+O1vf1tbtyTsW2WVVboCvyz6ju+CUEKCpteXM/pgysqYa8Zdttqn4q+5lqW3esK+bPtNBV+uid/97ndH6+eZw94SjOTfjPtU/VoMpi/oHvglh0jFalqLpb9l5oXZjZidUmn/koKJ7JTKtW9cwV/e8wnLs2Cc9jDukSYd/2vSS2WgpDovK7eR05xyMdhiiy1qcHfooYfWx/NvqvoywBIEpnw8p701cjpoBkxuvhIYAuMnF56sviZMTxVTLjo//elP6xb6r3zlK2WppZaqp69lu29C90zy8nhO5k2z5QR7jTRgbi6ICfEFfvR1zWpsrj2pasiqbCZ1CSy+853v1Gbk6WWZEDBbfXM9S/Cd0C8nuCUwT3PnaMZAqmmz7WnFFVfs0b8NpvQ4StiXOdydd95Zb/ibnrFN4//u2/zGteUv4+/++++v2wjDdQUmvxdffLFrPtd9zKXFRUK7HGJ18skn1wXkzB8TzCfgyLwyB16lV1n38ZznZMdIekBDX/LDH/6w7vQ455xz6nUr7/MsZqW9S9pYZNH3z3/+c/nIRz5SK/4yD8z1L5XtCf5SUNFs901YnvuvpiUZk0ZHp+XAXicpeG6GUiGRN35ChHnmmaeWfJ966ql14Jx++um1P9iTTz5Z1l577drHJT+XgZSvP/CBD9TtvNkTn8GXwK/7qb7A22vCuMcee6zejGXlNV9ncpeqvVyYMlnL2MqkLuXq6aOUcCPBe/ff0V2OrE/vpkwGBX70Vc12w3vuuaeeKp8bn1Ty5foU6Teb1d5UNSTAy41MFqgSAGZ8XHTRReWYY44pv/vd72rFQyZ9CTwyJm6//fb6u4wP2q45tCPVPhkDOckz4yDb4j/xiU/UuV96ImXul0ryzOu6X0tyaEeqKFItkblifk9CBWDKSEifdi0ZvwkoIgFf7tmyIJxrYnr7padZqnATbKTq70c/+lGdO15//fVln332qdsgu5/sC31FWrIk8EsLl2QOee+n9VEOKGzCuxQg5ZqWsDuHcaTyL20tct+U3YuZ6+Vw0lzXclZBdk0x6Qn9erGEeBlM2QufG6Fs8U21X6ooMlgyOUw1RcKHnBKVUtj0FkuVYGQymKAvF5qUkQPvPdjI9t3LLrusPpYV24zHHJ6Tk6+bE0lTkZtVq/RfSTVu+iuNSYhBm9x00031dMEE4blhyUQtp8yfeeaZtRVF+rkkFMz1Kn2M0q8slbBXX311/bqRps7ZwpFgPf3ImgNBoD8Efs2hHal+yPbeSFCQKqCc2ps54N///vca/uVAtyxE5bqUa07atuTmKAvBri0w5WV8pk9tWlxkPpiwIztA0nc9oX3GdSrgEwSmCir9zVL5lN7Q8c1vfrMWa2TxLAvMgj/6ory3v/a1r9UAPC1aEuBlXKTVS+aIuWZlvpj7o9xb5SPfy7wvW35TCZg+6Jknpso142TOOefs6T+rdYR+vVD+X5IJ4Zg3PimLTdVEtg3mmPcrr7yyVlBka2Hkxumhhx6q2zyyBTi/I6eGNr3EgAkLN3JByoWrOUUqE7isamXFNk3Uxzf4gzZIhXkOrEm1eba5J4zIBC2nkCYAzEm9kdXfVDIk+Mt1KJV/OcktC1TNCaMJ/bKlt/kZaLtmASiBX3pfJhhoevhFFnJTCdvcDOUmKvO7BAvZwpvqiVRO5IT4tJIQFEDPSUiRvs65jqXdUirdE4CkgintltLKItt9E9Cnuj2V7AkLm4PdEhAm+DvooINqta9FL/ri9Szzuq9//evl8ccfrwcb5pCqLFZlrjjddNPVxavkEqlMz/eyCJwdIfles0OqqYZNeJ65JJOW0K+XyEA4/vjja+PLlMBGJnoZJAny0uMhVRMJ9HKBiCThqfDLz6XqL3JxyfbB7v3EQpURTLhUyuZm68QTT6yTt2ydz2Ed2c6Rk0kbTfCXQCM9/gR/tFXGQ7MVMcFf+lVmu2HaUqQS9oUXXqgnEWYCmMr0bGdK8Jfn5PFIz79Uozfbgl2n6C8yv0tFUAKAbHvvXv0XGUep4EvV7LsxbmDKasZc828WrdKvNteyBPlpW5EgPwteCT0yjnP4YkL6gw8+uOv3ZAdXKqCycLbCCit09WuHvqQZB8kpmsA7BUlZ5E0Va3Yhptdfrm+ZG2a3RxZ80wO6CbkzZjI/zLwyp1vPNddcPf1ntY7Qr4c1W5mylWPDDTes6Xb6gjU3VdkqlW1S6SPWVBblhikVFZELyl//+tdaQZFV35SXZ898U/0HTPyFLFvlM6FLv8wE8RmzCdZzIUsZe75uLlypbMpj2aqYQLA5ch7atO29+TcHDqSnbA6byrXnD3/4Q53c5ZoWjz76aO15mVYUqZZdYokl6uPpM5uKpVNOOWW03wv9Qa4dWSTKwVDd3//dA7wsLCUgSBgA9E7pY5ZFr7S4yPb7LBKnt+ZPfvKTWqGbECTjO/3/8r1UBKYKPl/nkMXcx62++uq1SjAHGkBfMOZiU/eKvwTcw4YNqxWwCQAjp1mncj0LwClWSnVrFo1T9ZcDqLR2mfzMsHtITmfL1o68wbMXPjdDOc69CfwyeJJ25wKRC0PS8iTkGSBpmt5Ib4gk5bnZSt+xVAoK/GDCTlB8O+nJki3zGZf77rtvnaBlG0a2OWZS1/1ClSqnbOlIf4o0cIa2VShFE/wtuuii5bzzzqsLTtmWkZOqU92XFdus8OZk3zQxT7iRsZNAMNsWBX70Z1kUGjPwi9w0peIv8m/GEdBzmtqY//u//6v3aLmGdf9ernm5F8sBBZkn5vqXOWHux7IIlmq+PCdVvQlDslMkc8SEgU3gFwI/+oKE03m/J7BurlXRVL6mDVl6oedAj2zdzVb2BOLpWZnAL/KzeX7C8uxgDIHf5GeW3QNGjBhR973n4pHtgmnenDLwrOo2mvQ8pz9F05cvp7flMIHuWz6a4C83WLnYAO8uF6unn366hnbNDVcay2YFNtsRm3GY1afIClUCjgSA2dabG7asXKWfy5hygctzmqom6OuyapvrzFVXXdX1WMZNxlG2sedE3qzqZjKXnrMJMnKTkzGTxav0Oco1LuMl1zOBH/zPmO//5ussIOVE3rApB3q2min9xzJnHPNeLS2Z1llnndrXNj2ec0/WzAOzOJxdIrl+5mdzPUz1bnqdpZCjCfygt2uuQanQy/wtp8o37SjGDP7Soy+BduaC2Y2YBd8sCmf7b/zzn/+sc8GMEfO/Kcf/pXtAKhzyP/pJvVPBl21OafCa1aAEBelzlMqIyOpQNIMiDZtzUUloePfdd3f9zlxkcix2U0YLvLME59mSmC3zjZSlp1dmtvA21X/N6lNWbbMilZCjqXbK97J9cVyyDT+rvtBXNYFD5LqTXizNeGgmgJn05fMFF1ywrLvuujXgS6iXG6QcUJDrWW5wMt5ysluuVZkMhsAPxtaEDNny1IwPoR/0XOCX61p2WeVAxYzLMStwm/GZwziy2yrPj1wD//Of/9SWTAkHsyiWAzzSAzCLYgkDoTfLoVGp1stYyMGGuWdK78ocWJj3/ZjXpib4S8aRIorkGgkBU/2XEDx9z5NhZKwkEF9sscV67G/rb8y2p7CmaigHbiTpTq+WppovoUK+Tg+wXCSuvfba0X42QUN+JheOXFQygHKaWyPbqBIoAu8uzZWbPiuR3pnZIp9Tp7Iideyxx3aN10hfzfxMQo7mtMRM2lK+Dm2SCVsqYDMp++1vf1sfy/s+wV8Thnfv5ZLP04g8i1i5ucn2j8svv7wG5LnpSfidCvXuC1kh8IOxNVumhg8fXgYPHlw/N1agZwK/3GulKCMtmDLfS/VSDle85pprup7ffVv+brvtVlu7/PSnP627RnK4YrY8Zn6ZRbAskGXHyJe//OV6TYXeKvdA2Y2YvpVpZ3TggQeWH/zgB+W5556rB7iljdG4DpHKY5krJq/IvVS29abAKYu+GR8ZP+mR/m6tlZi0bKCewlIlkYtHejlkS28mdbfffnv9XiojclpNmv/nsTFP4M3q0vrrr18/z7bBrBTlI4MpZeXA+GlOSUwQkXGYcXT11VfXyVyqlDIpy3bEhHvZNh85tTcnSnW/AUuYoZqPNmmq71LJkBuWhOIJvJtFqVQpvN3PZIykGuIrX/lKvclp+svme9nKkV62TWAOjFuzZSoLvemL5HRemHK6j7csAuc6eMwxx9RrV4K/LBAnuEhvv8z/chJp93GbLbypes+BHdl9lXAw93Qp6Oh+sJv+6/SFzGK77bar7Y2ST+SAtuxuOu200+p9U8ZFFnqXX375er1KTtFoxtDHPvaxenZBDrnJbo+cZ5AQMadcZ87IlGPpsAfChvPPP782cU2Al8GQAzuSoOcUxIR5Sc6vvPLKWh6eyr7mIvTQQw91NbxcY401ak/AVFEI/GD8xt6YWxLTIzPhevqR5YTRBH5Z2coKVE5ey4pWyti7N1+PZnUqq10uWrRFE95lgnbIIYfUyr1UkCcMzzakHCTVBN65ETr99NNrj5buVUjZCpLxk9AvMo5S9bDSSitZ1YXxlOtQ5oapJhf4wZQP/BJqpIdtemvOPPPMdQdIqvcuvPDCOnfM/VmujX/729+6fj7XuFT25VqZns/N78rhHdF99wj0Zs18relVmXYvCfu+973vld/85jf1+wnFE96l9UsCvzz2s5/9rO5CbN7r2YGYMZGK2Ujv59xX2SU15an0m0IS6jUneSbMy41RPpobrKwWZWBk4Mwxxxw1Wc/FJQFhkvaU0WZA5eKSSsEcIpB98g0rwfDOgV9KzFM1kcA9sgUxX+eCde+999ZVrO7j6JOf/GS9MGUsZktintd8v3ulX8Yr9HV5bzfXozRdzpaO9F9Jhd6zzz5be7BkvKQdRULyVC9kUpfTCTPxywQuN0FrrrlmrZJttjplcSvXKv37YPxlEThjKNWxmQOa38GU7eGX6ry0t8jhi9tuu20di+mdnvAvFU9nnHFGDfOy2yrXx1TCj+sal8Ck2abvhFL6gma+9o9//KPst99+5eKLL64LvQnuMs9LGJ6K18wNs6CbHVEZD5k/pjgpC1bZIdJIZWx+vhljTqruGWbgU8DQoUPLH//4x9q/If0cUlGUQZHGmOmblCAvF5esHGWLbw7xyGD7whe+UEOFs846q35/4MCBNZg47rjjxmoia0IIby+VfQnV06Mshwpcd911ZaeddqoXswTqqaZIgJGbrFQ05cKUzxNY5EKWAz9+9atfdTWobS6KubB1364BfVHey3lvZ8KW1hMZFwn8IifzptovVQs53Trj5fjjj6/XqlT5ZXvH3HPPXa9Vua6l8qH7VqfmZsc1CsZfKiM233zzuqXQ2IHJrxln2eGR4orce0X6q2fr4nnnnVc/T/B35pln1sPa0s4iAX3uyXJP1133uWKzSwT6SuCXOV4WfxP0Pf744/UQmwR+WfBNGJ4xkFN8M/dLMUXGSHZOZadH0/+8GQcJzFMg0RyCSM/o6HQk2BST/n15wye8y81SBlAmdQkV0jcpgydVFLngZNAdeuih9fkZWKkA3H777et2q1T85aIDjJ9mdemkk06qvSdSpp5xlwtZytRPPPHEWtmXo+hzMctELr1YMj4z3rJClTA+q11NX81me29zeI4bM/qynFidfrI5ba15j3evzrv//vvryu5f//rXegLhWmut1fX97s9LP79M8LIFJBNA4wKA3i67r7IwnEKNzPlyTcsCV3r3peVSDqf6xS9+Ue/JEmCk2imByN5771023HDD0a6lWSxr+j2nGioVgWl5YVcWfcEtt9xSC5WyqJv36ze/+c363k+Va+6ZMiby3k8wmNN3c0hHelTmOSlg2mGHHcba3eG93/NU+k0hefNnX3wCv8jx1amcSEPLlIWn1DWNX3MhSbKekxAPO+ywGjhke2H6hiWU6B74yWth/DQXmlTvZZUqW3uzipsGtLk4zTDDDHVrRiqacpx8LmJNU9qMsy233LJW2B588MH15O1GLm753S5k9GUJ6XKTk2tO91C7+4QtVa0ZK6kAzAJUqh6yGDXm87KlI9viUzGYmygA6O3SoiI91XNdayqSMgfM1+lNm7lhE/glAMxCcOaFCfyyDTJbGNdZZ52y+uqrl/XWW6/2YY8sfqVfdJgr0ps1ucINN9xQ27ysssoq9X2f93pauaQoIsHej3/841rhmnljTuhNBWDGRMZDCpfS02/Mre7e+z1Ppd8UlMAhF4/0SMppT9lKlcqi9AqLrbbaqv6bbYSpQMqNUyqJkrCnNPymm26qB3eE/kjw3mTcJTDP6aMJN5oLUC5SqeBLtV+C+MhW34zVbLFqJOxL4JHDC9LYGdokAd34NlbO5O/www+v4Xh6FOVgqVTPpsF5AsQsbn3729+upxcCQG/WvQopuzxyD5ZwIy2VmsML0mc9Fe6p+vv+979fn5NrX+aO2Q6cr7PolVAwrTDS37ap9oPeLhWp49qGnh2IJ598cjnyyCPrCby5j0r4d+mll9bv57EUU+TxVAdmp1Q+T5VsDiel9xD6TUEZGKmOyEcGVhLyXEhWXnnlWnGU/n451eaDH/xgOfDAA2uKfvbZZ5e77767BoBNACHwg3c3Zil5xlP6aWYr/Xe+8526/aKRSV5C+FT/pU9Ld7mAZWt+tnDkwpby9iZ8h/46rlLFkI9MBjMpzDb3VL7m0I5Urjfb3gGgLxRmNH3IMidMf+fcgyX4S7B3wQUX1F0fWSTO4VVZJE6VUxa5mv5/3X8H9BVpfZTWLQmzM39rMobu91GpaE2Oseiii9b7pPSbTQHTf/7znxryZVdieqU3uxnz/SwEW/ztPYR+U1izZTArRdnOm/3wCfUyWBLm5VCPJOjp3ZeKpAQReU6+nwEEvLtUG+VEtWyp6N5rJSFFJmxZlU3vsfT3S5CXC92CCy5YL2hZzWq2YkSqcbMdOD3N8ngO/cgYBgCg/cFfKpfSxywBXw4qyGJXWsMk+MvJ9tkGGXqX0Zcke8hp1bkH2mKLLWp7se6y86k5dTqn9KYFTN7/OaA030tRUlq+NLsWd9lllxoc5n4p24MzNugdhH5TWHMxaKr1EkLkKPik7AkTskUqAydpedNbKX3/xhyEwNiacZXthxtttFGtqs1FrLs0VE7wlxBv6aWXrocTZCtijp3PIQY5YCcVuBmPwNsb182NGx4A2hL8Zdvu+eefX6vXf//739cT6VPh3swlM+fM/HHjjTeurWOgL8n7OFvXc5Bb3tvddznNPPPMYwV/Tz75ZC1CSg+/BOA5uTfjJPI78jM5AITexx7RKay5GWpKZ1PNl227qTRKAJgDO3JiaPetUQI/eHcJGzKuUh2bKr9M0sYM/CI9VzbbbLNaon7EEUfUwzsyYYscopPtGzmEICewAW9vXOGewA+AviqBX4K/+NnPflYrldJzPXPMFGNkW28WjNPTNnPO9ELL9x599NGefunwniTQzmm8n/vc50YL/BICJtRrxkECv7zH8/H000/XHYkpksi46B74pYdlE/ilCIPeRejXg1LVl+282fuezzPIcnBHysWdegjjr6kuSt++BHep3Et4ntWp5qLV/SKUi1tOo9p///3rATk5ea2Rk9fuuuuusvvuu5vEAQD00+AvJ/amEKN7q5hXXnmlzidzr5aTSjOf3GeffXrwFcN7k+3pOcgwJ1bnhOlG+vPlEJvslso4aDaE5h7ruuuuq5V+CQmXWmqpekBixkK29Cbwy6m+3Ysw6F38f6QHpaovlUipSsqW3mwrzIDJwLG1EN5b4Jcj43OIQCpm06evWZ3KRSuhenQP0+eee+4aDGa1Nhe+9G7JBexLX/pSPZUqj+lFAQDQf4O/X/3qVzX4y6JyLLDAAnWHSE68T2/oBH5jHgIHvUUT3DX/psAo90UJ9v773//Wg0VTsZr+fAm5c+rutddeW5+b+6uMg2z3TWVgDh9NcVJ6WD7zzDN1HGTXYvfAz46P3kno10ukRHbttdeuQUSOee+eugNjyyprgrpcXG6//fZatZcJ2RVXXFH7TBx66KFdz03fvqzSph9L9wvfoEGDyqabblobzibsy1bfHOSR03lT8efADgCA/h38pQ1TepnlYLcXXnihHlYQDlmkt2tCuFTlxc0331zvfXJATXryDR06tHz5y1+uh9acc845NYfIgaMJu5txkF59n/3sZ8sHPvCBelhifmeem9B7/vnn77ovE/j1Xv/rykiPalLxnJ7TMGjgnWXStffee5ePfvSj5aKLLioHHnhgPRE7zjjjjFo9m8nYN7/5zXLnnXfWldmmx1/38ZWtvunxl9+Xo+ezwgUAQP/WHOqR/uvZEpkdIauttlrXwQbQ22ULenYTpgDitNNOqyfvpn1RdjpFtvhedtlltVfl7LPPXj71qU/VQ0TTgqwpTOqeV+TeqjnwJkUW6fMXtvT2bk7v7SW6l8MqjYV3l/L0HLqx9dZbl2WXXbZW53WXAz3SZyWrUyk/P/7448c6mW3Mi+INN9xQL3apuAUAgLjvvvvqIW9ZKG5ONoXeLpV5uWdKJV+28GaLbkK9E088sfz1r3+tmUOq/rJld+GFFy477LBDDfYuuOCCcs8999Tnjxn8NZV9gr6+w/+neonuIZ/AD95dSsw/8YlP1MM6Evg16xfNVowEgemNmUlanjumNKPNKtZjjz1Wv15kkUXqFuA55phjCv8lAABMCc08MZV7zZbHd6uByfdnnHHG2ndd4EdfkXukBHgJ9dK3b7vttquHday66qr1ANGHH364rLPOOuVjH/tYDfbuvvvu2gop7/FNNtmknlade6X0/WsyimasCPz6Fv/fAvqUnNCbldY//OEPdQUqFX25AGXyFk0VX7b+5rCc9KW48MILy9e//vXRvp9S9mzRGDFiRNfvTuA3ripAAAD6vszzMpfMKaRZ7L388svfteAi3x84cGCtempCQ+jtmm3oCfCuvvrq2uYorYwS5uUQjxxCk4M5cs9044031vFw8sknl1tvvbXeE6X3X7YBX3/99XUrbyhO6ps0JAD6hAR7KUdPf74EdVlxfeSRR2p/laxITTvttGWvvfaqzZXT3y+NaS+++OL6s6effnr54he/WH9HDurISb957Pzzz6/HzgMA0H6p7tt1113LNddcU7/OFsd77723LLTQQu/6s9q/0NfknmfRRRetxQ/nnntu+dnPflbf6+nl973vfa/eV6WSL5V/66+/fq0IzMEeuYfK+z0VgDm0I22QcoBiwm/6Hj39gD4rJ1ClgWy27x599NG1MW0uUlm9SkPa7j38soKVE3oXX3zx2tvia1/7WvnkJz/ZVaZu5QoAoN0yB1xvvfXKLbfcUgYMGFBmnXXWcsUVV5Rlllmmp18aTJYtvk3FX/r63X///eXb3/523eabfxPsnXfeefUQjxdffLE+P4d9rLLKKl2HfeS+Kjur8th0003Xw38RE8L2XqBXa7ZRpIovZebpxdc8lgtXpDfFBz/4wVqOntN8M6GLXLgS+CXYy5aMhH456fcrX/lKDfyasE/gBwDQflko3nzzzWtPsgR+O+20k8CP1moCv7RFSp/z/fbbr3695JJL1vufZ555pvb9Sy+/7JT69Kc/XU/7TbFEc2BHTq9ea621BH59mO29QK+VC03Te+V3v/tdLUOfd955u74/aNCgOmGLHXfcscwzzzy1j196VqRUfc0116y9/rL1N1WBKWvPkfXrrruuU7IBAPqRZu530EEH1Wq/BH9N4Oc0Utos7/MVVlihzDLLLOXSSy8txxxzTLn22mtrT8sc5pHHspU37ZFy75TtvNGMCfdMfZvQD+i1E7NcaBLWZeXplFNOqRO0Ri5ICfzSpyKyRSNBX3qzpNJvo402qo1nc4pvTp465JBDyqGHHlrWXnvtHvyrAACYFOHdyJEja5+xtG5p2rm8k/xME+4tt9xyXY8L/Gi7FEY0W3VT1Xf44YeXO+64oyyxxBK1h18O+8h91JAhQ2qxRXZW0R5CP6BXSWB3wgkn1BAvF56f/OQnZd99962BX07tfeqpp+qFKdV7TWl6tvFme++HP/zhOulLSPjCCy+UDTbYoF7A0rciB3l0D/ysWAEA9C3dd2pkvpddHHfddVc9yG3UqFF1q+I7GVe4J/Cjv3j/+99fd06l4i/B3+OPP15OO+20esBNDvJI9V8O+sgpv7SH/4UDet3F6CMf+Uj5xz/+UXvw7bnnnrVqL2Hf7rvvXpvQ3n333fW5zaSv6VexwAILlNdee61+/t3vfresscYa9ZTePfbYo2y77bY9+FcBADCxmrnfkUceWV566aU6N9xyyy3LE0880RX45aTS7PwARpdq2AR+kT7oTbiXAw5zou+ZZ55Z76v0uWwXoR/Qa6RiL6utOUkqF6EEdhtvvHE9TSqHb+TzVPNdffXV9Qj6RlZ2I9V/2aIRCf9mmGGGOgnMFg6VfQAAfV/ataTn2KmnnlrDv0996lNls802q6HFscceWw8t+NCHPtTTLxN6tVT2ZafUY489Vnunpyd6eqRH7qFoD9t7gV4hYV1WlnICb06W+upXv1q35ybw22GHHcryyy9fe05k9fbll1+u23ebBszNym5O5M1BHsOHD68NaW+55ZZaOTg+fV4AAOi9sqCbVi8nn3xy/WgWew877LC6PXHllVcuc845Z23rklN6zf9g3Jo+ljPOOGP9esMNN6zFFbRTR2caIwD0AnfeeWcN+w444IDawy8NmtOLL4FfTlo755xzyh//+Mdy/PHHl6OOOqpO9nJC7yqrrFJ//t577+1a2U3g9+ijj9a+f4sttlgP/2UAAEysbOk977zzyllnnVUOPvjgWuXX+Ne//lUrlNLWJQvB++yzT4++VujtUuWX4G+22Wbr6ZfCZGR7L9Ar5ITdzTffvFbzJfBLL5aEeenvl8AvcoBHgsGbbrqpTuiyenvZZZfVFd3ISVM5kSpWXHHFWqYu8AMAaIcEFJkPZo53/vnnl4cffrhW9EVO8c2hBNk1kh0h0XwPGNv8888v8OsHhH5Ar7DSSivV03pvvPHGeoJvtvouvPDC9ZS2p59+uq7e3nbbbWXrrbcu999/f+37l6rA9Ov7y1/+Uh9PCJjtHqkIBACgHQvDadty1VVX1XlhWrl8+tOfrjs+hg4d2rWFd//99y/PPvtsOeWUU8rFF19cW8Q032t6PgP/j5Or+wf/XwZ6XFZhE/L99re/LY888kj5xje+UQPAVPjlII5jjjmmvP7667XK79///nc91TfVgOnhkovVD3/4wzLvvPOWM844owwbNqyGgGnmDABA35UDO/785z+Xww8/vFxyySW1p1/+nW+++coSSyzRtdB74IEH1rnfSSedVAPBwYMH10Xi7gfFxQ033FB7AwL0F3r6Ab1CVmYzCUuJeQ7uWGCBBcohhxxSq/uyuputvltuuWV9bk6Wymm+2cIxYsSIsvTSS9eAMKu4OeQjB3sMGDCgp/8kAAAmgez6SD+/7AK5++6767bebOc999xzazCYReEs/i6yyCL1+Z///OfrwR577bVXefXVV+tBHzvvvHP9me9+97s9/ecATDFO7wV6XFZgcwhHevM988wz5Xvf+1751re+VVd1f/zjH9fHrr322hoEfvSjH63bNVL5lwrAVAJmIhdZxc2WDwAA2jNPTFuXRir8Mv+ba665yiyzzFL7P+eAtwsuuKAuFqemZdCgQXXumFN8f/3rX5f77ruvjBo1quy00049+rcATGkq/YBe5bjjjivbbLNNmWOOOephHJtttln5+te/Xr75zW/WbcBHHHFE+cEPflBWWGGFejIbAADtlflfqvx+9atf1QM6stvjoosuqkFeFoOb+eDw4cProvAVV1xRzjzzzBryrbHGGmWhhRYqCy64YFl//fXrrhB9zID+RKUf0Cs0k7C99967fp0+LNnOm0ld+v0dcMABZbXVVqtbNRL4ZWUXAIB2SC1KR0fHWI9ne276Ol9zzTV1a292eKQFTLbzpqKvCQbnnHPO+nmq+TKvTHVg+vt1N67fD9BmljmAXmHMVdff/OY3Zc0116wNlx944IHay+WEE06o2zYy+cvkDgCAdkggl227N91002jzvBlnnLGsuuqq5ayzzir/+Mc/am/nmH766ctDDz1UP29O6U11X342W3tnn332cf43APoToR/Q62R19sILL6yruZnELbvssuXGG28sH/zgB8vNN99cV25zKhsAAO2Red6ee+5Z/vrXv472ePeOVPPMM0/9d/nlly8/+tGPyu233971nBzmlrnjkCFD6vcB+juhH9Arq/5yMm+2Z+Tz9PbL6m5WbD/+8Y/Xk9nmnXfenn6ZAABMoGzTHTp06GiPbbLJJmXjjTcu++67b1eYN2aFXrM7ZIYZZiizzTZb+eUvf1l3hDTPyYm+0003Xa0EBOjvhH5Ar7TMMsvUf7NFI3380pMlzZsHDhzY0y8NAICJdNVVV5Utttii3HPPPfXrHMIR3/jGN+q8b9dddy233HLLOH92xIgR5dZbb60Hv+X3nHfeefWxyI6Q/Gw4sxLo74R+QK/W9GjJ6u1dd91VVlpppTLzzDP39MsCAGAiJNhbYoklylZbbVVGjhxZpp122tGCv5zM+7nPfa787W9/G+tnZ5ppprLRRhuVk08+uXz2s58t3//+98vZZ59d/vWvf5Vhw4aNNn8E6M+EfkCfsM4669T+LAsttFA9zRcAgL7bvzl+/vOfl1VWWaV87GMfK88//3wN/uLhhx8ujz76aFlttdXK/fffX5577rlazddIqNds8z3ggAPKF77whVrVN//885fNN9+8hoIAlNLRqeYZ6AOytTertar8AAD6vjfeeKNrIXfnnXeuh7ZlV8fw4cNrhd/uu+9ettxyy/Laa6+Vv/zlL2XrrbcuP/3pT+uW4MhtbMLDpqoPgLEJ/QAAAJgiXnzxxTJgwIBa1dc9+Ntrr73KlVdeWav1vva1r5UNN9yw62fyvN/+9rflyCOPrJV9CQAjt7Ldt/CO+TVAf2d7LwAAAFPEn/70p7LuuuvW3nsJ/NLPL771rW+Vl156qTz44INdgd+oUaPqv3leKvwOPvjg8sMf/rCe0BtjBnwCP4DRCf0AAACYIjbddNMy3XTTlc0226x+nf572da7zTbblNNOO60+vuSSS9Y+ftNMM01588036/OylTfbfXPIx/77718uueSSHv5LAHo/oR8AAABT7ACPK664ogwcOLAe1PHQQw/VCr7tttuurL/++uXYY4+tB3usvvrq9XCP9OxLX7/m4I7f//73Zbnllit//etfyyuvvNLDfxFA76anHwAAAJPcq6++Wnv4zTnnnF2Pvf76612n9H7qU5+qffxyMu9nPvOZWtXXHMyx66671mDvmmuuKbPPPnvXY7PMMks56qijaoDYBIEAjJvQDwAAgEnuoosuKn/4wx/KfvvtVx5//PGy5pprjhb8ZVvvtddeW774xS/WLb/dvxe77LJLPdU3HwceeGA9AOTHP/5x/Z5DOwDenaURAAAAJlqCuP/+97/181TtnX/++XXL7qKLLlpuuumm8p3vfKd+rwn10rvvS1/6Uhk6dGg555xzur7XHOCRHn+rrLJKWX755cv0008v8AN4j4R+AAAATLSHH364HHHEEbWyL9t0t95663pwR7b5XnfddeX973//WD+TvnypCDzrrLPKn//85/pYDvBoJATcdttty49+9KP6tcAPYPwJ/QAAAJhoc8wxRz2A45FHHilf+MIXyoILLlgf//KXv1z79+29995dh3k0UsG3884718M7Lr/88nLZZZd1fS+PJwDMib0h8AN4b/T0AwAAYJLJ6bwXXHBBWWSRRcpTTz1VhgwZUvbcc8/awy9VfbvvvnuZa665RvuZZ599tpx44onlpZdeKuutt17dGjzTTDPZ0gswEVT6AQAA8J6l9979999ft+i+/PLL5ZhjjqlbcX/2s5/Vrb05fTfPSeAXZ5xxRvnLX/5SA78HHnignHvuuV2/Kyf0piIw4V5O6Z1hhhkEfgATSaUfAAAA71lO5N14443LAQccUDbccMPy61//uvznP/+pQd8222zT1csvFXuf+9znapXfzDPPXNZZZ5368wkDP/zhD9fDPLLtd6qppqq/M1V+++67b32OwA9gwqn0AwAA4D2bf/75y9prr11WW221uj13iSWWKHvssUf5wAc+UK6++uqy+OKL1yDvD3/4Q63+S3VftvxGwr3bbrutLLTQQvXrPK/5nQI/gElj6kn0ewAAAOgnmkAup+vefvvt5Y033iizzDJL7duXHn6p9EuF30477VQGDBhQ/v73v5cFFlighnxPP/10Pehjgw02KIsuumg59dRTy2uvvVb22muv0f4bAj+AiSP0AwAA4D1pArlZZ521XHXVVWXuuecuSy+9dFlsscXK8OHDa8B30EEHlZEjR9aAL373u9+V733ve+VPf/pT2Wqrrcpuu+1Wrr/++hoU3njjjWXEiBFdJ/UCMPGEfgAAAEyQ5ZZbrgZ3+XeaaaYp//73v8u3vvWtup03n++yyy516+4OO+xQ3v/+95crr7yy9vDbfPPN689na/Cqq65aQ8RsEQZg0nGQBwAAABMsFXq33HJLOf3002vF3i9/+ct6Gu/ee+9dPv/5z5fvf//7tepv++23L08++WR56qmn6pbeeeedt2y33XZdff0AmLRU+gEAADDBssV3xRVXrIdzpI9fTuxNRV+28n7kIx8pM844YznttNPKJptsUk/vjfybgz1OOeWU8t3vfre8733v6+k/A6B1hH4AAABMdPC32Wab1W262dq7xhpr1MDv9ddfL/fee29Zb7316vbeSDD4wx/+sLz00kv1QBCBH8DkYXsvAAAAk0SCvAsvvLDcd999ZYkllqin+OaxHO5x8MEHl3nmmaesvPLKZeutt+7plwrQelP19AsAAACgHbKVN9t4Bw8eXG644YZy//3318fy9Y477lj/vfXWW8vLL7/c0y8VoPVU+gEAADBJ/fe//62B39xzz11uv/32summm9bH33zzzfox7bTT9vRLBGg9lX4AAABMUrPNNlvdxjv11FPXk33T2y/Sv0/gBzBlCP0AAACYLHJK75lnnlmuuuqqnn4pAP2O0A8AAIDJFvrlVN8PfehDPf1SAPodPf0AAACYbEaNGlWmmWaann4ZAP2O0A8AAAAAWsb2XgAAAABoGaEfAAAAALSM0A8AAAAAWkboBwAAAAAtI/QDAAAAgNIu/x/BBrBxaU7e5wAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25,
   "source": [
    "#10. 直方图\n",
    "'''\n",
    "现有 250 部电影的时长， 希望统计出这些电影时长的分布状态(比如时长为 100 分钟到 120 分钟电影\n",
    "的数量， 出现的频率)等信息，你应该如何呈现这些数据？\n",
    "'''\n",
    "# 1） 准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102,107, 114,119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,99,136, 126, 134, 95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117, 86,95, 144,105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136,123,117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107,129,116,108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139,125,138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110,102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122,109,106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103,144, 83, 123,111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126,110, 111, 109,141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103,130, 141, 117, 106, 114, 121, 114, 133, 137, 92,121, 112, 146, 97, 137,105, 98,117, 112, 81, 97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117,100, 111,101, 110,105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133,101,131, 116,111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133,150]\n",
    "my_font \n",
    "= font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc',size=18) \n",
    "#创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100) # 3） 绘制直方图\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance) # 绘制直方图\n",
    "plt.hist(time, bins=group_num)\n",
    "# 修改 x 轴刻度显示\n",
    "plt.xticks(range(min(time), max(time))[::2])\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "#添 加 x, y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\",fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\",fontproperties=my_font)\n",
    "#显示图像\n",
    "plt.show()"
   ],
   "id": "db4e178f5df94bdf"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T02:53:14.737551Z",
     "start_time": "2025-01-06T02:53:14.633818Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#11.饼图\n",
    "import matplotlib\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"] # 各部分标签\n",
    "size = [55, 35, 10] # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"] # 各部分颜色\n",
    "explode = [0, 0.05, 0] # 各部分突出值\n",
    "\"\"\"\n",
    "绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置， 1.1 表示 1.1 倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow： 设置是否有阴影\n",
    "startangle： 起始角度， 默认从 0 开始逆时针转\n",
    "pctdistance： 设置圆内文本距圆心距离返回值\n",
    "l_text： 圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text： 圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size,explode=explode, colors=color, labels=label_list,\n",
    "labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False,startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\") # 设置横轴和纵轴大小相等， 这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "ffc73e273e167f1c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
